---
OA_place: publisher
_id: '15094'
abstract:
- lang: eng
  text: "Point sets, geometric networks, and arrangements of hyperplanes are fundamental
    objects in\r\ndiscrete geometry that have captivated mathematicians for centuries,
    if not millennia. This\r\nthesis seeks to cast new light on these structures by
    illustrating specific instances where a\r\ntopological perspective, specifically
    through discrete Morse theory and persistent homology,\r\nprovides valuable insights.\r\n\r\nAt
    first glance, the topology of these geometric objects might seem uneventful: point
    sets\r\nessentially lack of topology, arrangements of hyperplanes are a decomposition
    of Rd, which\r\nis a contractible space, and the topology of a network primarily
    involves the enumeration\r\nof connected components and cycles within the network.
    However, beneath this apparent\r\nsimplicity, there lies an array of intriguing
    structures, a small subset of which will be uncovered\r\nin this thesis.\r\n\r\nFocused
    on three case studies, each addressing one of the mentioned objects, this work\r\nwill
    showcase connections that intertwine topology with diverse fields such as combinatorial\r\ngeometry,
    algorithms and data structures, and emerging applications like spatial biology.\r\n\r\n"
alternative_title:
- ISTA Thesis
article_processing_charge: No
author:
- first_name: Sebastiano
  full_name: Cultrera di Montesano, Sebastiano
  id: 34D2A09C-F248-11E8-B48F-1D18A9856A87
  last_name: Cultrera di Montesano
  orcid: 0000-0001-6249-0832
citation:
  ama: Cultrera di Montesano S. Persistence and Morse theory for discrete geometric
    structures. 2024. doi:<a href="https://doi.org/10.15479/at:ista:15094">10.15479/at:ista:15094</a>
  apa: Cultrera di Montesano, S. (2024). <i>Persistence and Morse theory for discrete
    geometric structures</i>. Institute of Science and Technology Austria. <a href="https://doi.org/10.15479/at:ista:15094">https://doi.org/10.15479/at:ista:15094</a>
  chicago: Cultrera di Montesano, Sebastiano. “Persistence and Morse Theory for Discrete
    Geometric Structures.” Institute of Science and Technology Austria, 2024. <a href="https://doi.org/10.15479/at:ista:15094">https://doi.org/10.15479/at:ista:15094</a>.
  ieee: S. Cultrera di Montesano, “Persistence and Morse theory for discrete geometric
    structures,” Institute of Science and Technology Austria, 2024.
  ista: Cultrera di Montesano S. 2024. Persistence and Morse theory for discrete geometric
    structures. Institute of Science and Technology Austria.
  mla: Cultrera di Montesano, Sebastiano. <i>Persistence and Morse Theory for Discrete
    Geometric Structures</i>. Institute of Science and Technology Austria, 2024, doi:<a
    href="https://doi.org/10.15479/at:ista:15094">10.15479/at:ista:15094</a>.
  short: S. Cultrera di Montesano, Persistence and Morse Theory for Discrete Geometric
    Structures, Institute of Science and Technology Austria, 2024.
corr_author: '1'
date_created: 2024-03-08T15:28:10Z
date_published: 2024-03-08T00:00:00Z
date_updated: 2026-04-07T12:58:48Z
day: '08'
ddc:
- '514'
- '500'
- '516'
degree_awarded: PhD
department:
- _id: GradSch
- _id: HeEd
doi: 10.15479/at:ista:15094
ec_funded: 1
file:
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language:
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license: https://creativecommons.org/licenses/by-nc-sa/4.0/
month: '03'
oa: 1
oa_version: Published Version
page: '108'
project:
- _id: 266A2E9E-B435-11E9-9278-68D0E5697425
  call_identifier: H2020
  grant_number: '788183'
  name: Alpha Shape Theory Extended
- _id: 268116B8-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: Z00342
  name: Mathematics, Computer Science
- _id: 0aa4bc98-070f-11eb-9043-e6fff9c6a316
  grant_number: I4887
  name: Persistent Homology, Algorithms and Stochastic Geometry
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  call_identifier: FWF
  grant_number: I02979-N35
  name: Persistence and stability of geometric complexes
publication_identifier:
  issn:
  - 2663-337X
publication_status: published
publisher: Institute of Science and Technology Austria
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    relation: part_of_dissertation
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status: public
supervisor:
- first_name: Herbert
  full_name: Edelsbrunner, Herbert
  id: 3FB178DA-F248-11E8-B48F-1D18A9856A87
  last_name: Edelsbrunner
  orcid: 0000-0002-9823-6833
title: Persistence and Morse theory for discrete geometric structures
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user_id: ba8df636-2132-11f1-aed0-ed93e2281fdd
year: '2024'
...
---
OA_place: publisher
_id: '18766'
abstract:
- lang: eng
  text: Poxviruses are large pleomorphic double-stranded DNA viruses that include
    well known members such as variola virus, the causative agent of smallpox, Mpox
    virus, as well as Vaccinia virus (VACV), which serves as a vaccination strain
    for formerly mentioned viruses. VACV is a valuable model for studying large pleomorphic
    DNA viruses in general and poxviruses specifically, as many features, such as
    core morphology and structural proteins, are well conserved within this family.
    Despite decades of research, our understanding of the structural components and
    proteins that comprise the poxvirus core in mature virions remains limited. Although
    major core proteins were identified via indirect experimental evidence, the core's
    complexity, with its large size, structure and number of involved proteins, has
    hindered efforts to achieve high-resolution insights and to define the roles of
    the individual proteins. The specific protein composition of the core's individual
    layers, including the palisade layer and the inner core wall, has remained unclear.
    In this study, we have merged multiple approaches, including single particle cryo
    electron microscopy of purified virus cores, cryo-electron tomography and subtomogram
    averaging of mature virions and molecular modeling to elucidate the structural
    determinants of the VACV core. Due to the lack of experimentally derived structures,
    either in situ or reconstituted in vitro, we used Alphafold to predict models
    of the putative major core protein candidates, A10, 23k, A3, A4, and L4. Our results
    show that the VACV core is composed of several layers with varying local symmetries,
    forming more intricate interactions than observed previously. This allowed us
    to identify several molecular building blocks forming the viral core lattice.
    In particular, we identified trimers of protein A10 as a major core structure
    that forms the palisade layer of the viral core. Additionally, we revealed that
    six petals of a flower shaped core pore within the core wall are composed of A10
    trimers. Furthermore, we obtained a cryo-EM density for the inner core wall that
    could potentially accommodate an A3 dimer. Integrating descriptions of protein
    interactions from previous studies enabled us to provide a detailed structural
    model of the poxvirus core wall, and our findings indicate that the interactions
    within A10 trimers are likely consistent across orthopox- and parapoxviruses.
    This combined application of cryo-SPA and cryo-ET can help overcome obstacles
    in studying complex virus structures in the future, including their key assembly
    proteins, interactions, and the formation into a core lattice. Our work provides
    important fundamental new insights into poxvirus core architecture, also considering
    the recent re-emergence of poxviruses.
acknowledged_ssus:
- _id: EM-Fac
- _id: LifeSc
- _id: ScienComp
acknowledgement: "This work was funded by the Austrian Science Fund (FWF) grant P31445
  and ISTA. I\r\nwould like to express my gratitude to the Scientific Service Units,
  particularly the Lab\r\nSupport Facility, the Scientific Computing Facility and
  the Electron Microscopy Facility\r\nfor their tremendous support. I want to especially
  thank Alois for assisting me with the\r\ninstallation of countless new software
  and for troubleshooting cluster issues. A special\r\nthanks goes to Valentin for
  his outstanding support in cryo-EM data acquisition and\r\nhis ongoing help in improving
  the process to ensure that I obtained the best possible\r\ndata from my sample."
alternative_title:
- ISTA thesis
article_processing_charge: No
author:
- first_name: Julia
  full_name: Datler, Julia
  id: 3B12E2E6-F248-11E8-B48F-1D18A9856A87
  last_name: Datler
  orcid: 0000-0002-3616-8580
citation:
  ama: Datler J. Elucidating the structural determinants of the poxvirus core using
    multi-modal cryo-EM. 2024. doi:<a href="https://doi.org/10.15479/at:ista:18766">10.15479/at:ista:18766</a>
  apa: Datler, J. (2024). <i>Elucidating the structural determinants of the poxvirus
    core using multi-modal cryo-EM</i>. Institute of Science and Technology Austria.
    <a href="https://doi.org/10.15479/at:ista:18766">https://doi.org/10.15479/at:ista:18766</a>
  chicago: Datler, Julia. “Elucidating the Structural Determinants of the Poxvirus
    Core Using Multi-Modal Cryo-EM.” Institute of Science and Technology Austria,
    2024. <a href="https://doi.org/10.15479/at:ista:18766">https://doi.org/10.15479/at:ista:18766</a>.
  ieee: J. Datler, “Elucidating the structural determinants of the poxvirus core using
    multi-modal cryo-EM,” Institute of Science and Technology Austria, 2024.
  ista: Datler J. 2024. Elucidating the structural determinants of the poxvirus core
    using multi-modal cryo-EM. Institute of Science and Technology Austria.
  mla: Datler, Julia. <i>Elucidating the Structural Determinants of the Poxvirus Core
    Using Multi-Modal Cryo-EM</i>. Institute of Science and Technology Austria, 2024,
    doi:<a href="https://doi.org/10.15479/at:ista:18766">10.15479/at:ista:18766</a>.
  short: J. Datler, Elucidating the Structural Determinants of the Poxvirus Core Using
    Multi-Modal Cryo-EM, Institute of Science and Technology Austria, 2024.
corr_author: '1'
date_created: 2025-01-07T10:23:12Z
date_published: 2024-12-30T00:00:00Z
date_updated: 2026-04-07T12:59:44Z
day: '30'
ddc:
- '570'
degree_awarded: PhD
department:
- _id: GradSch
- _id: FlSc
doi: 10.15479/at:ista:18766
file:
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keyword:
- cryo-EM
- cryo-ET
- cryo-SPA
- Structural Virology
- Poxvirus
- Vaccinia Virus
- Structural Biology
language:
- iso: eng
license: https://creativecommons.org/licenses/by-nc-nd/4.0/
month: '12'
oa: 1
oa_version: Published Version
page: '106'
project:
- _id: 26736D6A-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: P31445
  name: Structural conservation and diversity in retroviral capsid
publication_identifier:
  isbn:
  - 978-3-99078-049-7
  issn:
  - 2663-337X
publication_status: published
publisher: Institute of Science and Technology Austria
related_material:
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    relation: part_of_dissertation
    status: public
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    relation: part_of_dissertation
    status: public
status: public
supervisor:
- first_name: Florian KM
  full_name: Schur, Florian KM
  id: 48AD8942-F248-11E8-B48F-1D18A9856A87
  last_name: Schur
  orcid: 0000-0003-4790-8078
title: Elucidating the structural determinants of the poxvirus core using multi-modal
  cryo-EM
tmp:
  image: /images/cc_by_nc_nd.png
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  short: CC BY-NC-ND (4.0)
type: dissertation
user_id: ba8df636-2132-11f1-aed0-ed93e2281fdd
year: '2024'
...
---
OA_place: publisher
_id: '15020'
abstract:
- lang: eng
  text: "This thesis consists of four distinct pieces of work within theoretical biology,
    with two themes in common: the concept of optimization in biological systems,
    and the use of information-theoretic tools to quantify biological stochasticity
    and statistical uncertainty.\r\nChapter 2 develops a statistical framework for
    studying biological systems which we believe to be optimized for a particular
    utility function, such as retinal neurons conveying information about visual stimuli.
    We formalize such beliefs as maximum-entropy Bayesian priors, constrained by the
    expected utility. We explore how such priors aid inference of system parameters
    with limited data and enable optimality hypothesis testing: is the utility higher
    than by chance?\r\nChapter 3 examines the ultimate biological optimization process:
    evolution by natural selection. As some individuals survive and reproduce more
    successfully than others, populations evolve towards fitter genotypes and phenotypes.
    We formalize this as accumulation of genetic information, and use population genetics
    theory to study how much such information can be accumulated per generation and
    maintained in the face of random mutation and genetic drift. We identify the population
    size and fitness variance as the key quantities that control information accumulation
    and maintenance.\r\nChapter 4 reuses the concept of genetic information from Chapter
    3, but from a different perspective: we ask how much genetic information organisms
    actually need, in particular in the context of gene regulation. For example, how
    much information is needed to bind transcription factors at correct locations
    within the genome? Population genetics provides us with a refined answer: with
    an increasing population size, populations achieve higher fitness by maintaining
    more genetic information. Moreover, regulatory parameters experience selection
    pressure to optimize the fitness-information trade-off, i.e. minimize the information
    needed for a given fitness. This provides an evolutionary derivation of the optimization
    priors introduced in Chapter 2.\r\nChapter 5 proves an upper bound on mutual information
    between a signal and a communication channel output (such as neural activity).
    Mutual information is an important utility measure for biological systems, but
    its practical use can be difficult due to the large dimensionality of many biological
    channels. Sometimes, a lower bound on mutual information is computed by replacing
    the high-dimensional channel outputs with decodes (signal estimates). Our result
    provides a corresponding upper bound, provided that the decodes are the maximum
    posterior estimates of the signal."
acknowledged_ssus:
- _id: ScienComp
alternative_title:
- ISTA Thesis
article_processing_charge: No
author:
- first_name: Michal
  full_name: Hledik, Michal
  id: 4171253A-F248-11E8-B48F-1D18A9856A87
  last_name: Hledik
citation:
  ama: Hledik M. Genetic information and biological optimization. 2024. doi:<a href="https://doi.org/10.15479/at:ista:15020">10.15479/at:ista:15020</a>
  apa: Hledik, M. (2024). <i>Genetic information and biological optimization</i>.
    Institute of Science and Technology Austria. <a href="https://doi.org/10.15479/at:ista:15020">https://doi.org/10.15479/at:ista:15020</a>
  chicago: Hledik, Michal. “Genetic Information and Biological Optimization.” Institute
    of Science and Technology Austria, 2024. <a href="https://doi.org/10.15479/at:ista:15020">https://doi.org/10.15479/at:ista:15020</a>.
  ieee: M. Hledik, “Genetic information and biological optimization,” Institute of
    Science and Technology Austria, 2024.
  ista: Hledik M. 2024. Genetic information and biological optimization. Institute
    of Science and Technology Austria.
  mla: Hledik, Michal. <i>Genetic Information and Biological Optimization</i>. Institute
    of Science and Technology Austria, 2024, doi:<a href="https://doi.org/10.15479/at:ista:15020">10.15479/at:ista:15020</a>.
  short: M. Hledik, Genetic Information and Biological Optimization, Institute of
    Science and Technology Austria, 2024.
corr_author: '1'
date_created: 2024-02-23T14:02:04Z
date_published: 2024-02-23T00:00:00Z
date_updated: 2026-04-07T12:59:25Z
day: '23'
ddc:
- '576'
- '519'
degree_awarded: PhD
department:
- _id: GradSch
- _id: NiBa
- _id: GaTk
doi: 10.15479/at:ista:15020
ec_funded: 1
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has_accepted_license: '1'
keyword:
- Theoretical biology
- Optimality
- Evolution
- Information
language:
- iso: eng
month: '02'
oa: 1
oa_version: Published Version
page: '158'
project:
- _id: 2564DBCA-B435-11E9-9278-68D0E5697425
  call_identifier: H2020
  grant_number: '665385'
  name: International IST Doctoral Program
- _id: 2665AAFE-B435-11E9-9278-68D0E5697425
  grant_number: RGP0034/2018
  name: Can evolution minimize spurious signaling crosstalk to reach optimal performance?
- _id: bd6958e0-d553-11ed-ba76-86eba6a76c00
  grant_number: '101055327'
  name: Understanding the evolution of continuous genomes
publication_identifier:
  issn:
  - 2663-337X
publication_status: published
publisher: Institute of Science and Technology Austria
related_material:
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  - id: '7553'
    relation: part_of_dissertation
    status: public
status: public
supervisor:
- first_name: Nicholas H
  full_name: Barton, Nicholas H
  id: 4880FE40-F248-11E8-B48F-1D18A9856A87
  last_name: Barton
  orcid: 0000-0002-8548-5240
- first_name: Gašper
  full_name: Tkačik, Gašper
  id: 3D494DCA-F248-11E8-B48F-1D18A9856A87
  last_name: Tkačik
  orcid: 0000-0002-6699-1455
title: Genetic information and biological optimization
type: dissertation
user_id: ba8df636-2132-11f1-aed0-ed93e2281fdd
year: '2024'
...
---
OA_place: publisher
_id: '18568'
abstract:
- lang: eng
  text: "Locomotion is ubiquitous in the animal kingdom because an animal's survival
    depends on its ability to navigate its environment to find food, avoid predators
    and locate potential mates. These behaviours require control mechanisms that can
    extract information from the environment, particularly visual cues. Selective
    evolutionary pressures have thus refined such visuomotor transformations in a
    species-specific manner to meet the specific ecological and ethological challenges
    of each organism. However, a common challenge across organisms as visual information
    processing\r\nbecomes increasingly detailed is the mechanisms required to synthesise
    disparate pieces of information into a coherent percept or unified picture of
    the world. In this thesis, I investigate how disparate visual information is combined
    in the brain of Drosophila melanogaster to effectively guide locomotion.\r\nFor
    this, I first designed and built a behavioural setup to record locomotion and
    present visual stimuli to freely-walking fruit flies in a closed-loop manner.
    This setup allowed the investigation of innate visually-guided behaviours, including
    the optomotor reflex and courtship.\r\nSecond, taking advantage of my system I
    investigated the optomotor response, a reflexive visual stabilisation behaviour
    in which flies turn in the direction of global motion to minimise retinal slip.
    This behaviour is thought to be mediated by Lobula plate tangential cells (LPTCs);
    a complex network of optic-flow-sensitive neurons essential for self-motion estimation.
    Using a novel genetic mutant, I demonstrate that electrical coupling between two
    LPTC subtypes, contralateral HS and H2 neurons, regulates the balance between
    smooth optomotor turning and saccadic anti-optomotor responses. These findings
    underscore the critical role of binocular motion cue integration in guiding course
    control. Finally, I developed a novel behavioural paradigm in which a sexually
    aroused male fruit fly is presented with an optomotor distractor. This setup creates
    competition between two visual behaviours, courtship tracking and the  optomotor
    response, enabling me to explore how the visual system resolves this conflict.
    In this setting, males\r\nengaged in courtship selectively suppress their optomotor
    response based on the female's location. Furthermore, when this experiment is
    replicated with an “artificial female”, optogenetically aroused males alternate
    between tracking and optomotor responses. The probability and dynamics of this
    switching are determined by the relative strengths of the two competing stimuli.
    In summary, the results presented in this thesis explore two mechanisms – integration
    and competition - through which visual information is combined in the brain of
    the fruit fly to drive locomotion."
acknowledged_ssus:
- _id: M-Shop
acknowledgement: I am incredibly thankful for the outstanding support provided by
  ISTA, especially the Machine Shop team, who made conducting research much easier
  and more efficient. I am also grateful for the funding provided by European Union’s
  Horizon 2020 research and innovation program under the Marie Skłodowska-Curie programme
  (665385) and The German Research Foundation grant DFG (SPP2205) “Evolutionary optimization
  of neuronal processing”.
alternative_title:
- ISTA Thesis
article_processing_charge: No
author:
- first_name: Roshan K
  full_name: Satapathy, Roshan K
  id: 46046B7A-F248-11E8-B48F-1D18A9856A87
  last_name: Satapathy
  orcid: 0009-0006-2974-5075
citation:
  ama: Satapathy RK. Mechanisms of visual integration and competition in innate behaviours
    in Drosophila melanogaster. 2024. doi:<a href="https://doi.org/10.15479/at:ista:18568">10.15479/at:ista:18568</a>
  apa: Satapathy, R. K. (2024). <i>Mechanisms of visual integration and competition
    in innate behaviours in Drosophila melanogaster</i>. Institute of Science and
    Technology Austria. <a href="https://doi.org/10.15479/at:ista:18568">https://doi.org/10.15479/at:ista:18568</a>
  chicago: Satapathy, Roshan K. “Mechanisms of Visual Integration and Competition
    in Innate Behaviours in Drosophila Melanogaster.” Institute of Science and Technology
    Austria, 2024. <a href="https://doi.org/10.15479/at:ista:18568">https://doi.org/10.15479/at:ista:18568</a>.
  ieee: R. K. Satapathy, “Mechanisms of visual integration and competition in innate
    behaviours in Drosophila melanogaster,” Institute of Science and Technology Austria,
    2024.
  ista: Satapathy RK. 2024. Mechanisms of visual integration and competition in innate
    behaviours in Drosophila melanogaster. Institute of Science and Technology Austria.
  mla: Satapathy, Roshan K. <i>Mechanisms of Visual Integration and Competition in
    Innate Behaviours in Drosophila Melanogaster</i>. Institute of Science and Technology
    Austria, 2024, doi:<a href="https://doi.org/10.15479/at:ista:18568">10.15479/at:ista:18568</a>.
  short: R.K. Satapathy, Mechanisms of Visual Integration and Competition in Innate
    Behaviours in Drosophila Melanogaster, Institute of Science and Technology Austria,
    2024.
corr_author: '1'
date_created: 2024-11-19T12:34:30Z
date_published: 2024-11-20T00:00:00Z
date_updated: 2026-04-07T13:00:36Z
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  name: International IST Doctoral Program
publication_identifier:
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  issn:
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publication_status: published
publisher: Institute of Science and Technology Austria
related_material:
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status: public
supervisor:
- first_name: Maximilian A
  full_name: Jösch, Maximilian A
  id: 2BD278E6-F248-11E8-B48F-1D18A9856A87
  last_name: Jösch
  orcid: 0000-0002-3937-1330
title: Mechanisms of visual integration and competition in innate behaviours in Drosophila
  melanogaster
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OA_place: publisher
_id: '17336'
abstract:
- lang: eng
  text: "This thesis deals with the study of stochastic processes and their ergodicity
    properties. The\r\nvariety of problems encountered calls for a set of different
    approaches, ranging from classical to\r\nmodern ones: a special place is held
    by probabilistic methods based on couplings, by functional\r\ninequalities, and
    by the theory of gradient flows in the space of measures.\r\n\r\nThe material
    is organized as follows. Chapter 1 contains the introduction to this thesis, starting\r\nwith
    a general presentation of some of the relevant topics. Section 1.1 is dedicated
    to the\r\ntheory of gradient flows in metric spaces, and introduces the first
    contribution of this thesis\r\n[DSMP24], which is presented in detail in Chapter
    2. Section 1.2 moves to the topic of\r\ncurvature of Markov chains, concluding
    with a brief description of our second contribution\r\n[Ped23], which is included
    in Chapter 3. Section 1.3 discusses applications of stochastic\r\nprocesses to
    the theory of sampling, in particular the recent framework of score-based diffusion\r\nmodels,
    and our contribution [PMM24], which is contained in Chapter 4. Section 1.4 discusses\r\nsome
    related problems, concerning the regularization properties of the heat flow. It
    serves\r\nas a motivation for the work [BP24], which we report in Chapter 5. Finally,
    Section 1.5\r\ndiscusses the last contribution of this thesis, which can be found
    in Chapter 6. It deals with\r\nthe convergence to equilibrium of a particular
    stochastic model from quantitative genetics:\r\nthis is established via some functional
    inequalities, which we prove with probabilistic arguments\r\nbased on couplings.\r\n"
alternative_title:
- ISTA Thesis
article_processing_charge: No
author:
- first_name: Francesco
  full_name: Pedrotti, Francesco
  id: d3ac8ac6-dc8d-11ea-abe3-e2a9628c4c3c
  last_name: Pedrotti
citation:
  ama: Pedrotti F. Functional inequalities and convergence of stochastic processes.
    2024. doi:<a href="https://doi.org/10.15479/at:ista:17336">10.15479/at:ista:17336</a>
  apa: Pedrotti, F. (2024). <i>Functional inequalities and convergence of stochastic
    processes</i>. Institute of Science and Technology Austria. <a href="https://doi.org/10.15479/at:ista:17336">https://doi.org/10.15479/at:ista:17336</a>
  chicago: Pedrotti, Francesco. “Functional Inequalities and Convergence of Stochastic
    Processes.” Institute of Science and Technology Austria, 2024. <a href="https://doi.org/10.15479/at:ista:17336">https://doi.org/10.15479/at:ista:17336</a>.
  ieee: F. Pedrotti, “Functional inequalities and convergence of stochastic processes,”
    Institute of Science and Technology Austria, 2024.
  ista: Pedrotti F. 2024. Functional inequalities and convergence of stochastic processes.
    Institute of Science and Technology Austria.
  mla: Pedrotti, Francesco. <i>Functional Inequalities and Convergence of Stochastic
    Processes</i>. Institute of Science and Technology Austria, 2024, doi:<a href="https://doi.org/10.15479/at:ista:17336">10.15479/at:ista:17336</a>.
  short: F. Pedrotti, Functional Inequalities and Convergence of Stochastic Processes,
    Institute of Science and Technology Austria, 2024.
corr_author: '1'
date_created: 2024-07-29T09:14:14Z
date_published: 2024-07-31T00:00:00Z
date_updated: 2026-04-07T13:00:03Z
day: '31'
ddc:
- '500'
- '510'
- '515'
- '519'
degree_awarded: PhD
department:
- _id: GradSch
- _id: JaMa
doi: 10.15479/at:ista:17336
ec_funded: 1
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month: '07'
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oa_version: Published Version
page: '183'
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- _id: 256E75B8-B435-11E9-9278-68D0E5697425
  call_identifier: H2020
  grant_number: '716117'
  name: Optimal Transport and Stochastic Dynamics
- _id: fc31cba2-9c52-11eb-aca3-ff467d239cd2
  grant_number: F6504
  name: Taming Complexity in Partial Differential Systems
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  issn:
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supervisor:
- first_name: Jan
  full_name: Maas, Jan
  id: 4C5696CE-F248-11E8-B48F-1D18A9856A87
  last_name: Maas
  orcid: 0000-0002-0845-1338
title: Functional inequalities and convergence of stochastic processes
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...
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OA_place: publisher
_id: '18088'
abstract:
- lang: eng
  text: "Instant messaging applications like Whatsapp, Signal or Telegram have become
    ubiquitous in today's society.\r\nMany of them provide not only end-to-end encryption,
    but also security guarantees even when the key material gets compromised.\r\nThese
    are achieved through frequent key update performed by users.\r\nIn particular,
    the compromise of a group key should preserve confidentiality of previously exchanged
    messages (forward secrecy), and a subsequent key update will ensure security for
    future ones (post-compromise security).\r\nThough great protocols for one-on-one
    communication have been known for some time, the design of ones that scale efficiently
    for larger groups while achieving akin security guarantees is a hard problem.\r\nA
    great deal of research has been aimed at this topic, much of it under the umbrella
    of the Messaging Layer Security (MLS) working group at the IETF. \r\nStarted in
    2018, this joint effort by academics and industry culminated in 2023 with the
    publication of the first standard for secure group messaging [IETF, RFC9420].\r\n\r\nAt
    the core of secure group messaging is a cryptographic primitive termed Continuous
    Group Key Agreement, or CGKA [Alwen et al. 2021], that essentially allows a changing
    group of users to agree on a common key with the added functionality security
    against compromises is achieved by users asynchronously issuing a key update.
    In this thesis we contribute to the understanding of CGKA across different angles.\r\nFirst,
    we present a new technique to effect dynamic operations in groups, i.e., add or
    remove members, that can be more efficient that the one employed by MLS in certain
    settings.\r\nConsidering the setting of users belonging to multiple overlapping
    groups, we then show lowerbounds on the communication cost of constructions that
    leverage said overlap, at the same time showing protocols that are asymptotically
    optimal and efficient for practical settings, respectively. Along the way, we
    show that the communication cost of key updates in MLS is average-cost optimal.\r\nAn
    important feature in CGKA protocols, particularly for big groups, is the possibility
    of executing several group operations concurrently. While later versions of MLS
    support this, they do at the cost of worsening the communication efficiency of
    future group operations.\r\nIn this thesis we introduce two new protocols that
    permit concurrency without any negative effect on efficiency. Our protocols circumvent
    previously existing lower bounds by satisfying a new notion of post-compromise
    security that only asks for security to be re-established after a certain number
    of key updates have taken place. While this can be slower than MLS in terms of
    rounds of communication, we show that it leads to more efficient overall communication.
    \r\nAdditionally, we introduce a new technique that allows group members to decrease
    the information they need to store and download, which makes one of our protocols
    enjoy much lower download cost than any other existing CGKA constructions. "
alternative_title:
- ISTA Thesis
article_processing_charge: No
author:
- first_name: Guillermo
  full_name: Pascual Perez, Guillermo
  id: 2D7ABD02-F248-11E8-B48F-1D18A9856A87
  last_name: Pascual Perez
  orcid: 0000-0001-8630-415X
citation:
  ama: Pascual Perez G. On the efficiency and security of secure group messaging.
    2024. doi:<a href="https://doi.org/10.15479/at:ista:18088">10.15479/at:ista:18088</a>
  apa: Pascual Perez, G. (2024). <i>On the efficiency and security of secure group
    messaging</i>. Institute of Science and Technology Austria. <a href="https://doi.org/10.15479/at:ista:18088">https://doi.org/10.15479/at:ista:18088</a>
  chicago: Pascual Perez, Guillermo. “On the Efficiency and Security of Secure Group
    Messaging.” Institute of Science and Technology Austria, 2024. <a href="https://doi.org/10.15479/at:ista:18088">https://doi.org/10.15479/at:ista:18088</a>.
  ieee: G. Pascual Perez, “On the efficiency and security of secure group messaging,”
    Institute of Science and Technology Austria, 2024.
  ista: Pascual Perez G. 2024. On the efficiency and security of secure group messaging.
    Institute of Science and Technology Austria.
  mla: Pascual Perez, Guillermo. <i>On the Efficiency and Security of Secure Group
    Messaging</i>. Institute of Science and Technology Austria, 2024, doi:<a href="https://doi.org/10.15479/at:ista:18088">10.15479/at:ista:18088</a>.
  short: G. Pascual Perez, On the Efficiency and Security of Secure Group Messaging,
    Institute of Science and Technology Austria, 2024.
corr_author: '1'
date_created: 2024-09-18T12:59:49Z
date_published: 2024-09-18T00:00:00Z
date_updated: 2026-04-07T13:01:26Z
day: '18'
ddc:
- '000'
degree_awarded: PhD
department:
- _id: KrPi
- _id: GradSch
doi: 10.15479/at:ista:18088
ec_funded: 1
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- iso: eng
month: '09'
oa: 1
oa_version: Published Version
page: '239'
project:
- _id: 2564DBCA-B435-11E9-9278-68D0E5697425
  call_identifier: H2020
  grant_number: '665385'
  name: International IST Doctoral Program
publication_identifier:
  issn:
  - 2663-337X
publication_status: published
publisher: Institute of Science and Technology Austria
related_material:
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    relation: part_of_dissertation
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  - id: '18086'
    relation: part_of_dissertation
    status: public
  - id: '10049'
    relation: part_of_dissertation
    status: public
status: public
supervisor:
- first_name: Krzysztof Z
  full_name: Pietrzak, Krzysztof Z
  id: 3E04A7AA-F248-11E8-B48F-1D18A9856A87
  last_name: Pietrzak
  orcid: 0000-0002-9139-1654
title: On the efficiency and security of secure group messaging
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  short: CC BY-NC-SA (4.0)
type: dissertation
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...
---
OA_place: publisher
_id: '17490'
abstract:
- lang: eng
  text: "Deep learning is essential in numerous applications nowadays, with many recent
    advancements made possible by training very large models. Despite their broad
    applicability, training neural networks is often time-intensive, and it is usually
    impractical to manage large models and datasets on a single machine. To address
    these issues, distributed deep learning training has become increasingly important.
    However, distributed training requires synchronization among nodes, and the mini-batch
    stochastic gradient descent algorithm places a significant load on network connections.
    A possible solution to tackle the synchronization bottleneck is to reduce a message
    size by lossy compression.\r\n\r\nIn this thesis, we investigate systems and algorithmic
    approaches to communication compression during training. From the systems perspective,
    we demonstrate that a common approach of expensive hardware overprovisioning can
    be replaced through a thorough system design. We introduce a framework that introduces
    efficient software support for compressed communication in machine learning applications,
    applicable to both multi-GPU single-node training and larger-scale multi-node
    training. Our framework integrates with popular ML frameworks, providing up to
    3x speedups for multi-GPU nodes based on commodity hardware and order-of-magnitude
    improvements in the multi-node setting, with negligible impact on accuracy.\r\n\r\nAlso,
    we consider an application of our framework to different communication schemes,
    such as Fully Sharded Data Parallel. We provide strong convergence guarantees
    for the compression in such a setup. Empirical validation shows that our method
    preserves model accuracy for GPT-family models with up to 1.3 billion parameters,
    while completely removing the communication bottlenecks of non-compressed alternatives,
    providing up to 2.2x speedups end-to-end.\r\n\r\nFrom the algorithmic side, we
    propose a general framework that dynamically adjusts the degree of compression
    across a model's layers during training. This approach enhances overall compression
    and results in significant speedups without compromising accuracy. Our algorithm
    utilizes an adaptive algorithm that automatically selects the optimal compression
    parameters for model layers, ensuring the best compression ratio while adhering
    to an error constraint. Our method is effective across all existing families of
    compression methods. It achieves up to 2.5x faster training and up to a 5x improvement
    in compression compared to efficient implementations of current approaches. Additionally,
    LGreCo can complement existing adaptive algorithms.\r\n"
acknowledged_ssus:
- _id: ScienComp
alternative_title:
- ISTA Thesis
article_processing_charge: No
author:
- first_name: Ilia
  full_name: Markov, Ilia
  id: D0CF4148-C985-11E9-8066-0BDEE5697425
  last_name: Markov
citation:
  ama: 'Markov I. Communication-efficient distributed training of deep neural networks :
    An algorithms and systems perspective. 2024. doi:<a href="https://doi.org/10.15479/at:ista:17490">10.15479/at:ista:17490</a>'
  apa: 'Markov, I. (2024). <i>Communication-efficient distributed training of deep
    neural networks : An algorithms and systems perspective</i>. Institute of Science
    and Technology Austria. <a href="https://doi.org/10.15479/at:ista:17490">https://doi.org/10.15479/at:ista:17490</a>'
  chicago: 'Markov, Ilia. “Communication-Efficient Distributed Training of Deep Neural
    Networks : An Algorithms and Systems Perspective.” Institute of Science and Technology
    Austria, 2024. <a href="https://doi.org/10.15479/at:ista:17490">https://doi.org/10.15479/at:ista:17490</a>.'
  ieee: 'I. Markov, “Communication-efficient distributed training of deep neural networks :
    An algorithms and systems perspective,” Institute of Science and Technology Austria,
    2024.'
  ista: 'Markov I. 2024. Communication-efficient distributed training of deep neural
    networks : An algorithms and systems perspective. Institute of Science and Technology
    Austria.'
  mla: 'Markov, Ilia. <i>Communication-Efficient Distributed Training of Deep Neural
    Networks : An Algorithms and Systems Perspective</i>. Institute of Science and
    Technology Austria, 2024, doi:<a href="https://doi.org/10.15479/at:ista:17490">10.15479/at:ista:17490</a>.'
  short: 'I. Markov, Communication-Efficient Distributed Training of Deep Neural Networks :
    An Algorithms and Systems Perspective, Institute of Science and Technology Austria,
    2024.'
corr_author: '1'
date_created: 2024-09-04T08:51:11Z
date_published: 2024-09-04T00:00:00Z
date_updated: 2026-04-07T13:00:54Z
day: '04'
ddc:
- '000'
degree_awarded: PhD
department:
- _id: GradSch
- _id: DaAl
doi: 10.15479/at:ista:17490
ec_funded: 1
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language:
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month: '09'
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oa_version: Published Version
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project:
- _id: 268A44D6-B435-11E9-9278-68D0E5697425
  call_identifier: H2020
  grant_number: '805223'
  name: Elastic Coordination for Scalable Machine Learning
publication_identifier:
  issn:
  - 2663-337X
publication_status: published
publisher: Institute of Science and Technology Austria
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    relation: part_of_dissertation
    status: public
status: public
supervisor:
- first_name: Dan-Adrian
  full_name: Alistarh, Dan-Adrian
  id: 4A899BFC-F248-11E8-B48F-1D18A9856A87
  last_name: Alistarh
  orcid: 0000-0003-3650-940X
title: 'Communication-efficient distributed training of deep neural networks : An
  algorithms and systems perspective'
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  short: CC BY-NC-SA (4.0)
type: dissertation
user_id: ba8df636-2132-11f1-aed0-ed93e2281fdd
year: '2024'
...
---
OA_place: publisher
_id: '17164'
abstract:
- lang: eng
  text: "This thesis is structured into two parts. In the first part, we consider
    the random\r\nvariable X := Tr(f1(W)A1 . . . fk(W)Ak) where W is an N × N Hermitian
    Wigner matrix, k ∈ N, and we choose (possibly N-dependent) regular functions f1,
    . . . , fk as well as\r\nbounded deterministic matrices A1, . . . , Ak. In this
    context, we prove a functional central\r\nlimit theorem on macroscopic and mesoscopic
    scales, showing that the fluctuations of X\r\naround its expectation are Gaussian
    and that the limiting covariance structure is given\r\nby a deterministic recursion.
    We further give explicit error bounds in terms of the scaling\r\nof f1, . . .
    , fk and the number of traceless matrices among A1, . . . , Ak, thus extending\r\nthe
    results of Cipolloni, Erdős and Schröder [40] to products of arbitrary length
    k ≥ 2.\r\nAnalyzing the underlying combinatorics leads to a non-recursive formula
    for the variance\r\nof X as well as the covariance of X and Y := Tr(fk+1(W)Ak+1
    . . . fk+ℓ(W)Ak+ℓ) of similar\r\nbuild. When restricted to polynomials, these
    formulas reproduce recent results of Male,\r\nMingo, Peché, and Speicher [107],
    showing that the underlying combinatorics of noncrossing partitions and annular
    non-crossing permutations continue to stay valid beyond\r\nthe setting of second-order
    free probability theory. As an application, we consider the\r\nfluctuation of
    Tr(eitW A1e\r\n−itW A2)/N around its thermal value Tr(A1) Tr(A2)/N2 when t\r\nis
    large and give an explicit formula for the variance.\r\nThe second part of the
    thesis collects three smaller projects focusing on different random\r\nmatrix
    models. In the first project, we show that a class of weakly perturbed Hamiltonians\r\nof
    the form Hλ = H0 + λW, where W is a Wigner matrix, exhibits prethermalization.\r\nThat
    is, the time evolution generated by Hλ relaxes to its ultimate thermal state via
    an\r\nintermediate prethermal state with a lifetime of order λ\r\n−2\r\n. As the
    main result, we obtain\r\na general relaxation formula, expressing the perturbed
    dynamics via the unperturbed\r\ndynamics and the ultimate thermal state. The proof
    relies on a two-resolvent global law\r\nfor the deformed Wigner matrix Hλ.\r\nThe
    second project focuses on correlated random matrices, more precisely on a correlated
    N × N Hermitian random matrix with a polynomially decaying metric correlation\r\nstructure.
    A trivial a priori bound shows that the operator norm of this model is stochastically
    dominated by √\r\nN. However, by calculating the trace of the moments of the matrix\r\nand
    using the summable decay of the cumulants, the norm estimate can be improved to
    a\r\nbound of order one.\r\nIn the third project, we consider a multiplicative
    perturbation of the form UA(t) where U\r\nis a unitary random matrix and A = diag(t,
    1, ..., 1). This so-called UA model was\r\nfirst introduced by Fyodorov [73] for
    its applications in scattering theory. We give a\r\ngeneral description of the
    eigenvalue trajectories obtained by varying the parameter t and\r\nintroduce a
    flow of deterministic domains that separates the outlier resulting from the\r\nrank-one
    perturbation from the typical eigenvalues for all sub-critical timescales. The\r\nresults
    are obtained under generic assumptions on U that hold for various unitary random\r\nmatrices,
    including the circular unitary ensemble (CUE) in the original formulation of\r\nthe
    model."
alternative_title:
- ISTA Thesis
article_processing_charge: No
author:
- first_name: Jana
  full_name: Reker, Jana
  id: e796e4f9-dc8d-11ea-abe3-97e26a0323e9
  last_name: Reker
citation:
  ama: 'Reker J. Central limit theorems for random matrices: From resolvents to free
    probability. 2024. doi:<a href="https://doi.org/10.15479/at:ista:17164">10.15479/at:ista:17164</a>'
  apa: 'Reker, J. (2024). <i>Central limit theorems for random matrices: From resolvents
    to free probability</i>. Institute of Science and Technology Austria. <a href="https://doi.org/10.15479/at:ista:17164">https://doi.org/10.15479/at:ista:17164</a>'
  chicago: 'Reker, Jana. “Central Limit Theorems for Random Matrices: From Resolvents
    to Free Probability.” Institute of Science and Technology Austria, 2024. <a href="https://doi.org/10.15479/at:ista:17164">https://doi.org/10.15479/at:ista:17164</a>.'
  ieee: 'J. Reker, “Central limit theorems for random matrices: From resolvents to
    free probability,” Institute of Science and Technology Austria, 2024.'
  ista: 'Reker J. 2024. Central limit theorems for random matrices: From resolvents
    to free probability. Institute of Science and Technology Austria.'
  mla: 'Reker, Jana. <i>Central Limit Theorems for Random Matrices: From Resolvents
    to Free Probability</i>. Institute of Science and Technology Austria, 2024, doi:<a
    href="https://doi.org/10.15479/at:ista:17164">10.15479/at:ista:17164</a>.'
  short: 'J. Reker, Central Limit Theorems for Random Matrices: From Resolvents to
    Free Probability, Institute of Science and Technology Austria, 2024.'
corr_author: '1'
date_created: 2024-06-24T11:23:29Z
date_published: 2024-06-26T00:00:00Z
date_updated: 2026-04-07T13:02:13Z
day: '26'
ddc:
- '519'
degree_awarded: PhD
department:
- _id: GradSch
- _id: LaEr
doi: 10.15479/at:ista:17164
ec_funded: 1
file:
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  date_created: 2024-06-26T12:39:36Z
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  file_size: 3054878
  relation: source_file
file_date_updated: 2024-06-26T12:44:53Z
has_accepted_license: '1'
keyword:
- Random Matrices
- Spectrum
- Central Limit Theorem
- Resolvent
- Free Probability
language:
- iso: eng
month: '06'
oa: 1
oa_version: Published Version
page: '206'
project:
- _id: 62796744-2b32-11ec-9570-940b20777f1d
  call_identifier: H2020
  grant_number: '101020331'
  name: Random matrices beyond Wigner-Dyson-Mehta
publication_identifier:
  issn:
  - 2663-337X
publication_status: published
publisher: Institute of Science and Technology Austria
related_material:
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  - id: '17047'
    relation: part_of_dissertation
    status: public
  - id: '17154'
    relation: part_of_dissertation
    status: public
  - id: '17174'
    relation: part_of_dissertation
    status: public
status: public
supervisor:
- first_name: László
  full_name: Erdös, László
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
title: 'Central limit theorems for random matrices: From resolvents to free probability'
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  short: CC BY-NC-SA (4.0)
type: dissertation
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year: '2024'
...
---
OA_place: publisher
_id: '17850'
abstract:
- lang: eng
  text: "Understanding the relationship between a given phenotype and its underlying
    genotype or genotypes is one of the most pressing challenges of biology, as it
    lies at the heart of not only basic understanding of evolutionary theory, but
    also of practical applications in medicine and bioengineering. Understanding this
    relationship is complicated by the ubiquitous phenomenon of epistasis, wherein
    mutation effects are dependent on their genetic context. Fitness landscapes —
    representations of phenotype as a function of genotype — are being increasingly
    used as a tool to study the effects and interactions of thousands of mutations,
    but are experimentally limited to exploring a small fraction of a protein’s theoretical
    sequence space. Furthermore, not all regions of said sequence space are necessarily
    equally informative. Thus, gene selection for landscape surveys should be carefully
    considered in order to maximize the usable output of necessarily limited data.\r\n\r\nIn
    this work, we analyzed the fitness landscapes of orthologous green fluorescent
    proteins from four different species, by systematically measuring the phenotype,
    fluorescence, of tens of thousands of mutant genotypes from each protein. These
    landscapes were highly heterogeneous, with some genes being mutationally robust
    and displaying epistasis only rarely, and others being highly epistatic and mutationally
    fragile. We used this data to train machine learning models to predict fluorescence
    from genotype. Although the training data contained almost exclusively genotypes
    with less than 3% sequence divergence from the original wild-type sequences, we
    were able to create novel, functional genotypes with up to 20% sequence divergence.
    Counterintuitively however, genes with high mutational robustness and rare epistasis
    were more difficult to introduce large numbers of mutations into, not less. This
    represents the first study of large-scale fitness landscapes of a protein family,
    and provides insights into how to approach future landscape surveys and their
    applications in novel protein design."
acknowledged_ssus:
- _id: Bio
- _id: LifeSc
- _id: ScienComp
alternative_title:
- ISTA Thesis
article_processing_charge: No
author:
- first_name: Louisa
  full_name: Gonzalez Somermeyer, Louisa
  id: 4720D23C-F248-11E8-B48F-1D18A9856A87
  last_name: Gonzalez Somermeyer
  orcid: 0000-0001-9139-5383
citation:
  ama: Gonzalez Somermeyer L. Fitness landscapes of orthologous green fluorescent
    proteins. 2024. doi:<a href="https://doi.org/10.15479/at:ista:17850">10.15479/at:ista:17850</a>
  apa: Gonzalez Somermeyer, L. (2024). <i>Fitness landscapes of orthologous green
    fluorescent proteins</i>. Institute of Science and Technology Austria. <a href="https://doi.org/10.15479/at:ista:17850">https://doi.org/10.15479/at:ista:17850</a>
  chicago: Gonzalez Somermeyer, Louisa. “Fitness Landscapes of Orthologous Green Fluorescent
    Proteins.” Institute of Science and Technology Austria, 2024. <a href="https://doi.org/10.15479/at:ista:17850">https://doi.org/10.15479/at:ista:17850</a>.
  ieee: L. Gonzalez Somermeyer, “Fitness landscapes of orthologous green fluorescent
    proteins,” Institute of Science and Technology Austria, 2024.
  ista: Gonzalez Somermeyer L. 2024. Fitness landscapes of orthologous green fluorescent
    proteins. Institute of Science and Technology Austria.
  mla: Gonzalez Somermeyer, Louisa. <i>Fitness Landscapes of Orthologous Green Fluorescent
    Proteins</i>. Institute of Science and Technology Austria, 2024, doi:<a href="https://doi.org/10.15479/at:ista:17850">10.15479/at:ista:17850</a>.
  short: L. Gonzalez Somermeyer, Fitness Landscapes of Orthologous Green Fluorescent
    Proteins, Institute of Science and Technology Austria, 2024.
corr_author: '1'
date_created: 2024-09-06T12:57:44Z
date_published: 2024-09-06T00:00:00Z
date_updated: 2026-04-07T13:25:01Z
day: '06'
ddc:
- '570'
degree_awarded: PhD
department:
- _id: GradSch
- _id: FyKo
doi: 10.15479/at:ista:17850
ec_funded: 1
file:
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  creator: lgonzale
  date_created: 2024-09-27T10:32:33Z
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  date_created: 2024-09-27T10:34:34Z
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  file_name: louisa_thesis_draft__240904b.docx
  file_size: 43338677
  relation: source_file
file_date_updated: 2024-09-27T10:34:34Z
has_accepted_license: '1'
language:
- iso: eng
month: '09'
oa: 1
oa_version: Published Version
page: '89'
project:
- _id: 2564DBCA-B435-11E9-9278-68D0E5697425
  call_identifier: H2020
  grant_number: '665385'
  name: International IST Doctoral Program
- _id: 26580278-B435-11E9-9278-68D0E5697425
  call_identifier: H2020
  grant_number: '771209'
  name: Characterizing the fitness landscape on population and global scales
publication_identifier:
  issn:
  - 2663-337X
publication_status: published
publisher: Institute of Science and Technology Austria
related_material:
  link:
  - relation: software
    url: https://github.com/aequorea238/Orthologous_GFP_Fitness_Peaks
  record:
  - id: '11448'
    relation: part_of_dissertation
    status: public
status: public
supervisor:
- first_name: Fyodor
  full_name: Kondrashov, Fyodor
  id: 44FDEF62-F248-11E8-B48F-1D18A9856A87
  last_name: Kondrashov
  orcid: 0000-0001-8243-4694
title: Fitness landscapes of orthologous green fluorescent proteins
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  image: /images/cc_by_nc_nd.png
  legal_code_url: https://creativecommons.org/licenses/by-nc-nd/4.0/legalcode
  name: Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International
    (CC BY-NC-ND 4.0)
  short: CC BY-NC-ND (4.0)
type: dissertation
user_id: ba8df636-2132-11f1-aed0-ed93e2281fdd
year: '2024'
...
---
OA_place: publisher
_id: '18674'
abstract:
- lang: eng
  text: Mapping the complex and dense arrangement of cells and their connectivity
    in brain tissue requires volumetric imaging at nanoscale spatial resolution. While
    light microscopy excels at visualizing specific molecules and individual cells,
    achieving dense, synapse-level circuit reconstruction has not been possible with
    any light microscopy technique. Thus, the goal of my work was to develop image
    and data analysis pipelines for brain tissue visualization and reconstruction
    with light microscopy. To achieve dense circuit reconstruction with single-synapse
    resolution, I developed both conventional and deep-learning-based synapse detection
    algorithms, as well as connectivity analysis pipelines that integrate synapse
    detection with volumetric segmentation of brain tissue.
acknowledged_ssus:
- _id: Bio
alternative_title:
- ISTA Thesis
article_processing_charge: No
author:
- first_name: Julia
  full_name: Lyudchik, Julia
  id: 46E28B80-F248-11E8-B48F-1D18A9856A87
  last_name: Lyudchik
citation:
  ama: Lyudchik J. Image analysis for brain tissue reconstruction with super-resolution
    light microscopy. 2024. doi:<a href="https://doi.org/10.15479/at:ista:18674">10.15479/at:ista:18674</a>
  apa: Lyudchik, J. (2024). <i>Image analysis for brain tissue reconstruction with
    super-resolution light microscopy</i>. Institute of Science and Technology Austria.
    <a href="https://doi.org/10.15479/at:ista:18674">https://doi.org/10.15479/at:ista:18674</a>
  chicago: Lyudchik, Julia. “Image Analysis for Brain Tissue Reconstruction with Super-Resolution
    Light Microscopy.” Institute of Science and Technology Austria, 2024. <a href="https://doi.org/10.15479/at:ista:18674">https://doi.org/10.15479/at:ista:18674</a>.
  ieee: J. Lyudchik, “Image analysis for brain tissue reconstruction with super-resolution
    light microscopy,” Institute of Science and Technology Austria, 2024.
  ista: Lyudchik J. 2024. Image analysis for brain tissue reconstruction with super-resolution
    light microscopy. Institute of Science and Technology Austria.
  mla: Lyudchik, Julia. <i>Image Analysis for Brain Tissue Reconstruction with Super-Resolution
    Light Microscopy</i>. Institute of Science and Technology Austria, 2024, doi:<a
    href="https://doi.org/10.15479/at:ista:18674">10.15479/at:ista:18674</a>.
  short: J. Lyudchik, Image Analysis for Brain Tissue Reconstruction with Super-Resolution
    Light Microscopy, Institute of Science and Technology Austria, 2024.
corr_author: '1'
date_created: 2024-12-18T14:24:43Z
date_published: 2024-12-18T00:00:00Z
date_updated: 2026-04-14T08:34:35Z
day: '18'
ddc:
- '004'
degree_awarded: PhD
department:
- _id: GradSch
- _id: JoDa
doi: 10.15479/at:ista:18674
ec_funded: 1
file:
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  checksum: 1b42b8073e2bc09fc504da52372248c1
  content_type: application/pdf
  creator: jlyudchi
  date_created: 2024-12-18T14:17:34Z
  date_updated: 2024-12-18T14:17:34Z
  file_id: '18675'
  file_name: 18122024_PhDthesis_corrected_final_pdfa.pdf
  file_size: 160536833
  relation: main_file
  success: 1
- access_level: closed
  checksum: b4da84624060745519723698f7ddf54b
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  creator: jlyudchi
  date_created: 2024-12-18T14:21:06Z
  date_updated: 2024-12-18T14:41:53Z
  file_id: '18676'
  file_name: 18122024_PhDthesis_corrected_final_JL_markup.docx
  file_size: 99172203
  relation: source_file
file_date_updated: 2024-12-18T14:41:53Z
has_accepted_license: '1'
language:
- iso: eng
month: '12'
oa: 1
oa_version: Published Version
page: '217'
project:
- _id: 2564DBCA-B435-11E9-9278-68D0E5697425
  call_identifier: H2020
  grant_number: '665385'
  name: International IST Doctoral Program
publication_identifier:
  isbn:
  - ' 978-3-99078-051-0'
  issn:
  - 2663-337X
publication_status: published
publisher: Institute of Science and Technology Austria
related_material:
  record:
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    relation: part_of_dissertation
    status: public
  - id: '18677'
    relation: part_of_dissertation
    status: public
  - id: '13267'
    relation: part_of_dissertation
    status: public
  - id: '14257'
    relation: part_of_dissertation
    status: public
status: public
supervisor:
- first_name: Johann G
  full_name: Danzl, Johann G
  id: 42EFD3B6-F248-11E8-B48F-1D18A9856A87
  last_name: Danzl
  orcid: 0000-0001-8559-3973
title: Image analysis for brain tissue reconstruction with super-resolution light
  microscopy
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    (CC BY-NC-ND 4.0)
  short: CC BY-NC-ND (4.0)
type: dissertation
user_id: ba8df636-2132-11f1-aed0-ed93e2281fdd
year: '2024'
...
---
OA_place: publisher
_id: '17133'
abstract:
- lang: eng
  text: "An ideal quantum computer relies on qubits capable of performing fast gate
    operations and\r\nmaintaining strong interconnections while preserving their quantum
    coherence. Since the\r\ninception of experimental eforts toward building a quantum
    computer, the community has\r\nfaced challenges in engineering such a system.
    Among the various methods of implementing a\r\nquantum computer, superconducting
    qubits have shown fast gates close to tens of nanoseconds,\r\nwith the state-of-the-art
    reaching a coherence of a few milliseconds. However, achieving\r\nsimultaneously
    long lifetimes with fast qubit operations poses an inherent paradox. Qubits\r\nwith
    high coherence require isolation from the environment, while fast operation necessitates\r\nstrong
    coupling of the qubit. This thesis approaches this issue by proposing the idea
    of\r\nengineering superconducting qubits capable of transitioning between operating
    in a protected\r\nregime, where the qubit is completely isolated from the environment,
    and coupling to the\r\ncommunication channels as needed. In this direction, we
    use the geometric superinductor to\r\nscan the parameter space of rf-SQUID devices,
    searching for a regime where we can take the\r\nqubit protection to its extreme.\r\n\r\nThis
    leads us to the inductively shunted transmon (IST) regime, characterized by EJ
    /EC ≫ 1\r\nand EJ /EL ≫ 1, where the circuit potential exhibits a double well
    with a large barrier\r\nseparating the local ground states of each quantum well.
    In this regime, although it is\r\nanticipated that the two quantum wells would
    be isolated from each other, we observe single\r\nfuxon tunneling between them.
    The interplay of the cavity photons and the fuxon transition\r\nforms a rich physical
    system, containing resonance conditions that allow the preparation of the\r\nfuxon
    ground or excited states. This enables us to study the relaxation rate of such
    transition\r\nand show that it can be as large as 3.6 hours. Dynamically controlling
    the barrier height\r\nbetween the two quantum wells allows for controllable coupling,
    which scales exponentially,\r\nfor a qubit encoded in two fuxon states.\r\nThe
    0-π qubit is one of the very few known superconducting circuit types that ofers
    exponential\r\nprotection from both relaxation and dephasing simultaneously. However,
    this qubit is not\r\nexempt from the fact that such protection comes at the expense
    of complex readout and\r\ncontrol. In this thesis, we propose a way to controllably
    break the circuit symmetry, the\r\nkey reason for the protection, to momentarily
    restore the ability to control and manipulate\r\nthe qubit. An asymmetry in capacitances
    and inductances in the 0-π circuit is detrimental\r\nsince they lead to coupling
    of the protected state to the thermally occupied parasitic mode\r\nof the circuit.
    However, here we try to exploit a controlled asymmetry in Josephson energies\r\nand
    show that this can be used as a tunable coupler between the protected states.
    In the\r\nfuture, this should allow to perform gate operations by dynamically
    controlling the asymmetry\r\ninstead of driving the protected transition with
    microwave pulses. Therefore, we believe that\r\nthe proposed method can make the
    use of protected qubits more practical in experimental\r\nrealizations of quantum
    computing."
acknowledged_ssus:
- _id: NanoFab
- _id: M-Shop
alternative_title:
- ISTA Thesis
article_processing_charge: No
author:
- first_name: Farid
  full_name: Hassani, Farid
  id: 2AED110C-F248-11E8-B48F-1D18A9856A87
  last_name: Hassani
  orcid: 0000-0001-6937-5773
citation:
  ama: Hassani F. Superconducting qubits capable of dynamic switching between protected
    and high-speed control regimes. 2024. doi:<a href="https://doi.org/10.15479/at:ista:17133">10.15479/at:ista:17133</a>
  apa: Hassani, F. (2024). <i>Superconducting qubits capable of dynamic switching
    between protected and high-speed control regimes</i>. Institute of Science and
    Technology Austria. <a href="https://doi.org/10.15479/at:ista:17133">https://doi.org/10.15479/at:ista:17133</a>
  chicago: Hassani, Farid. “Superconducting Qubits Capable of Dynamic Switching between
    Protected and High-Speed Control Regimes.” Institute of Science and Technology
    Austria, 2024. <a href="https://doi.org/10.15479/at:ista:17133">https://doi.org/10.15479/at:ista:17133</a>.
  ieee: F. Hassani, “Superconducting qubits capable of dynamic switching between protected
    and high-speed control regimes,” Institute of Science and Technology Austria,
    2024.
  ista: Hassani F. 2024. Superconducting qubits capable of dynamic switching between
    protected and high-speed control regimes. Institute of Science and Technology
    Austria.
  mla: Hassani, Farid. <i>Superconducting Qubits Capable of Dynamic Switching between
    Protected and High-Speed Control Regimes</i>. Institute of Science and Technology
    Austria, 2024, doi:<a href="https://doi.org/10.15479/at:ista:17133">10.15479/at:ista:17133</a>.
  short: F. Hassani, Superconducting Qubits Capable of Dynamic Switching between Protected
    and High-Speed Control Regimes, Institute of Science and Technology Austria, 2024.
corr_author: '1'
date_created: 2024-06-11T18:20:05Z
date_published: 2024-06-11T00:00:00Z
date_updated: 2026-04-15T06:43:02Z
day: '11'
ddc:
- '530'
degree_awarded: PhD
department:
- _id: GradSch
- _id: JoFi
doi: 10.15479/at:ista:17133
file:
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  file_size: 445735
  relation: source_file
file_date_updated: 2024-06-20T11:52:22Z
has_accepted_license: '1'
keyword:
- Quantum information
- Qubits
- Superconducting devices
language:
- iso: eng
month: '06'
oa: 1
oa_version: Published Version
page: '161'
project:
- _id: 9B861AAC-BA93-11EA-9121-9846C619BF3A
  name: NOMIS Fellowship Program
- _id: bdb108fd-d553-11ed-ba76-83dc74a9864f
  grant_number: F07105
  name: QUANTUM INFORMATION SYSTEMS BEYOND CLASSICAL CAPABILITIES / P5- Integration
    of Superconducting Quantum Circuits
publication_identifier:
  isbn:
  - 978-3-99078-040-4
  issn:
  - 2663-337X
publication_status: published
publisher: Institute of Science and Technology Austria
related_material:
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    status: public
  - id: '9928'
    relation: part_of_dissertation
    status: public
  - id: '8755'
    relation: part_of_dissertation
    status: public
status: public
supervisor:
- first_name: Johannes M
  full_name: Fink, Johannes M
  id: 4B591CBA-F248-11E8-B48F-1D18A9856A87
  last_name: Fink
  orcid: 0000-0001-8112-028X
title: Superconducting qubits capable of dynamic switching between protected and high-speed
  control regimes
tmp:
  image: /images/cc_by_nc_sa.png
  legal_code_url: https://creativecommons.org/licenses/by-nc-sa/4.0/legalcode
  name: Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC
    BY-NC-SA 4.0)
  short: CC BY-NC-SA (4.0)
type: dissertation
user_id: ba8df636-2132-11f1-aed0-ed93e2281fdd
year: '2024'
...
---
OA_place: publisher
_id: '18135'
abstract:
- lang: eng
  text: "This thesis consists of two separate parts. In the first part we consider
    a dilute Fermi gas interacting through a repulsive interaction in dimensions $d=1,2,3$.
    Our focus is mostly on the physically most relevant dimension $d=3$ \r\nand the
    setting of a spin-polarized (equivalently spinless) gas, where the Pauli exclusion
    principle plays a key role. We show that, at zero temperature, the ground state
    energy density of the interacting spin-polarized gas differs (to leading order)
    from that of the free (i.e. non-interacting) gas by a term of order $a_p^d\\rho^{2+2/d}$
    \ with $a_p$ the $p$-wave scattering length of the repulsive interaction and $\\rho$
    the density. Further, we extend this to positive temperature and show that the
    pressure of an interacting spin-polarized gas differs from that of the free gas
    by a now temperature dependent term, again of order $a_p^d\\rho^{2+2/d}$. Lastly,
    we consider the setting of a spin-$\\frac{1}{2}$ Fermi gas in $d=3$ dimensions
    and show that here, as an upper bound, the ground state energy density differs
    from that of the free system by a term of order $a_s \\rho^2$ with an error smaller
    than $a_s \\rho^2 (a_s\\rho^{1/3})^{1-\\eps}$ for any $\\eps > 0$, where $a_s$
    is the $s$-wave scattering length of the repulsive interaction. \r\n\r\nThese
    asymptotic formulas complement the similar formulas in the literature for the
    dilute Bose and spin-$\\frac{1}{2}$ Fermi gas, where the ground state energies
    or pressures differ from that of the corresponding free systems by a term of order
    $a_s \\rho^2$ in dimension $d=3$. In the spin-polarized setting, the corrections,
    of order $a_p^3\\rho^{8/3}$ in dimension $d=3$, are thus much smaller and requires
    a more delicate analysis.\r\n\r\nIn the second part of the thesis we consider
    the Bardeen--Cooper--Schrieffer (BCS) theory of superconductivity and in particular
    its associated critical temperature and energy gap. We prove that the ratio of
    the zero-temperature energy gap and critical temperature $\\Xi(T=0)/T_c$ approaches
    a universal constant $\\pi e^{-\\gamma}\\approx 1.76$ in both the limit of high
    density in dimension $d=3$ and in the limit of weak coupling in dimensions $d=1,2$.
    This complements the proofs in the literature of this universal behaviour in the
    limit of weak coupling or low density in dimension $d=3$. Secondly, we prove that
    the ratio of the energy gap at positive temperature and critical temperature $\\Xi(T)/T_c$
    approaches a universal function of the relative temperature $T/T_c$ in the limit
    of weak coupling in dimensions $d=1,2,3$."
alternative_title:
- ISTA Thesis
article_processing_charge: No
author:
- first_name: Asbjørn Bækgaard
  full_name: Lauritsen, Asbjørn Bækgaard
  id: e1a2682f-dc8d-11ea-abe3-81da9ac728f1
  last_name: Lauritsen
  orcid: 0000-0003-4476-2288
citation:
  ama: Lauritsen AB. Energies of dilute Fermi gases and universalities in BCS theory.
    2024. doi:<a href="https://doi.org/10.15479/at:ista:18135">10.15479/at:ista:18135</a>
  apa: Lauritsen, A. B. (2024). <i>Energies of dilute Fermi gases and universalities
    in BCS theory</i>. Institute of Science and Technology Austria. <a href="https://doi.org/10.15479/at:ista:18135">https://doi.org/10.15479/at:ista:18135</a>
  chicago: Lauritsen, Asbjørn Bækgaard. “Energies of Dilute Fermi Gases and Universalities
    in BCS Theory.” Institute of Science and Technology Austria, 2024. <a href="https://doi.org/10.15479/at:ista:18135">https://doi.org/10.15479/at:ista:18135</a>.
  ieee: A. B. Lauritsen, “Energies of dilute Fermi gases and universalities in BCS
    theory,” Institute of Science and Technology Austria, 2024.
  ista: Lauritsen AB. 2024. Energies of dilute Fermi gases and universalities in BCS
    theory. Institute of Science and Technology Austria.
  mla: Lauritsen, Asbjørn Bækgaard. <i>Energies of Dilute Fermi Gases and Universalities
    in BCS Theory</i>. Institute of Science and Technology Austria, 2024, doi:<a href="https://doi.org/10.15479/at:ista:18135">10.15479/at:ista:18135</a>.
  short: A.B. Lauritsen, Energies of Dilute Fermi Gases and Universalities in BCS
    Theory, Institute of Science and Technology Austria, 2024.
corr_author: '1'
date_created: 2024-09-24T10:56:25Z
date_published: 2024-09-23T00:00:00Z
date_updated: 2026-04-16T08:17:55Z
day: '23'
ddc:
- '515'
- '539'
degree_awarded: PhD
department:
- _id: GradSch
- _id: RoSe
doi: 10.15479/at:ista:18135
ec_funded: 1
file:
- access_level: open_access
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file_date_updated: 2024-09-26T13:12:55Z
has_accepted_license: '1'
language:
- iso: eng
license: https://creativecommons.org/licenses/by/4.0/
month: '09'
oa: 1
oa_version: Published Version
page: '353'
project:
- _id: bda63fe5-d553-11ed-ba76-a16e3d2f256b
  grant_number: I06427
  name: Mathematical Challenges in BCS Theory of Superconductivity
- _id: 25C6DC12-B435-11E9-9278-68D0E5697425
  call_identifier: H2020
  grant_number: '694227'
  name: Analysis of quantum many-body systems
publication_identifier:
  isbn:
  - 978-3-99078-042-8
  issn:
  - 2663-337X
publication_status: published
publisher: Institute of Science and Technology Austria
related_material:
  record:
  - id: '11732'
    relation: part_of_dissertation
    status: public
  - id: '14542'
    relation: part_of_dissertation
    status: public
  - id: '18107'
    relation: part_of_dissertation
    status: public
  - id: '17240'
    relation: part_of_dissertation
    status: public
  - id: '14931'
    relation: part_of_dissertation
    status: public
status: public
supervisor:
- first_name: Robert
  full_name: Seiringer, Robert
  id: 4AFD0470-F248-11E8-B48F-1D18A9856A87
  last_name: Seiringer
  orcid: 0000-0002-6781-0521
title: Energies of dilute Fermi gases and universalities in BCS theory
tmp:
  image: /images/cc_by.png
  legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
  name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
  short: CC BY (4.0)
type: dissertation
user_id: ba8df636-2132-11f1-aed0-ed93e2281fdd
year: '2024'
...
---
OA_place: publisher
_id: '18076'
abstract:
- lang: eng
  text: "The new era of Ge has opened up new possibilities in quantum computing. The
    maturity of Ge\r\nspin qubits is unquestioned, while hybrid semiconductor-superconductor
    Ge circuits are on track\r\nto enter the game. Gate-tunable transmons (gatemons)
    employing semiconductor Josephson\r\njunctions have recently emerged as building
    blocks for such hybrid quantum circuits. In this\r\nthesis, we present a gatemon
    fabricated in planar Germanium. We induce superconductivity\r\nin a two-dimensional
    hole gas by evaporating aluminum atop a thin spacer, which separates\r\nthe superconductor
    from the Ge quantum well. The Josephson junction is then integrated\r\ninto an
    Xmon circuit and capacitively coupled to a transmission line resonator. We showcase\r\nthe
    qubit tunability in a broad frequency range with resonator and two-tone spectroscopy.\r\nTime-domain
    characterizations reveal energy relaxation and coherence times up to 75 ns. Our\r\nresults,
    combined with the recent advances in the spin qubit field, pave the way towards
    novel\r\nhybrid and protected qubits in a group IV, CMOS-compatible material."
acknowledged_ssus:
- _id: NanoFab
- _id: M-Shop
alternative_title:
- ISTA Thesis
article_processing_charge: No
author:
- first_name: Oliver
  full_name: Sagi, Oliver
  id: 71616374-A8E9-11E9-A7CA-09ECE5697425
  last_name: Sagi
citation:
  ama: Sagi O. Hybrid circuits on planar Germanium. 2024. doi:<a href="https://doi.org/10.15479/at:ista:18076">10.15479/at:ista:18076</a>
  apa: Sagi, O. (2024). <i>Hybrid circuits on planar Germanium</i>. Institute of Science
    and Technology Austria. <a href="https://doi.org/10.15479/at:ista:18076">https://doi.org/10.15479/at:ista:18076</a>
  chicago: Sagi, Oliver. “Hybrid Circuits on Planar Germanium.” Institute of Science
    and Technology Austria, 2024. <a href="https://doi.org/10.15479/at:ista:18076">https://doi.org/10.15479/at:ista:18076</a>.
  ieee: O. Sagi, “Hybrid circuits on planar Germanium,” Institute of Science and Technology
    Austria, 2024.
  ista: Sagi O. 2024. Hybrid circuits on planar Germanium. Institute of Science and
    Technology Austria.
  mla: Sagi, Oliver. <i>Hybrid Circuits on Planar Germanium</i>. Institute of Science
    and Technology Austria, 2024, doi:<a href="https://doi.org/10.15479/at:ista:18076">10.15479/at:ista:18076</a>.
  short: O. Sagi, Hybrid Circuits on Planar Germanium, Institute of Science and Technology
    Austria, 2024.
corr_author: '1'
date_created: 2024-09-16T12:58:36Z
date_published: 2024-09-18T00:00:00Z
date_updated: 2026-04-16T12:20:39Z
day: '18'
ddc:
- '539'
degree_awarded: PhD
department:
- _id: GradSch
- _id: GeKa
doi: 10.15479/at:ista:18076
ec_funded: 1
file:
- access_level: open_access
  checksum: d01d0e2846c2f3ac5bb14d321554a4cd
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  creator: osagi
  date_created: 2024-09-18T14:13:01Z
  date_updated: 2024-09-18T14:13:01Z
  file_id: '18093'
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  file_size: 86679095
  relation: main_file
  success: 1
- access_level: local
  checksum: 0543f473d509ee545f4ed3a56f742f4b
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  date_created: 2024-09-18T14:14:02Z
  date_updated: 2024-09-19T09:20:33Z
  file_id: '18094'
  file_name: Thesis_OliverSagi.zip
  file_size: 172098524
  relation: source_file
file_date_updated: 2024-09-19T09:20:33Z
has_accepted_license: '1'
language:
- iso: eng
month: '09'
oa: 1
oa_version: Published Version
page: '111'
project:
- _id: bd8bd29e-d553-11ed-ba76-f0070d4b237a
  grant_number: P36507
  name: Merging spin and superconducting qubits in planar Ge
- _id: c0977eea-5a5b-11eb-8a69-a862db0cf4d1
  grant_number: I05060
  name: High impedance circuit quantum electrodynamics with hole spins
- _id: 262116AA-B435-11E9-9278-68D0E5697425
  name: Hybrid Semiconductor - Superconductor Quantum Devices
- _id: 237E5020-32DE-11EA-91FC-C7463DDC885E
  call_identifier: H2020
  grant_number: '862046'
  name: TOPOLOGICALLY PROTECTED AND SCALABLE QUANTUM BITS
publication_identifier:
  issn:
  - 2663-337X
publication_status: published
publisher: Institute of Science and Technology Austria
related_material:
  record:
  - id: '17202'
    relation: part_of_dissertation
    status: public
status: public
supervisor:
- first_name: Georgios
  full_name: Katsaros, Georgios
  id: 38DB5788-F248-11E8-B48F-1D18A9856A87
  last_name: Katsaros
  orcid: 0000-0001-8342-202X
title: Hybrid circuits on planar Germanium
tmp:
  image: /images/cc_by_nc_sa.png
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  name: Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC
    BY-NC-SA 4.0)
  short: CC BY-NC-SA (4.0)
type: dissertation
user_id: ba8df636-2132-11f1-aed0-ed93e2281fdd
year: '2024'
...
---
OA_place: publisher
_id: '17206'
abstract:
- lang: eng
  text: "Males and females exhibit numerous differences, from the initial stages of
    sex determination to the\r\ndevelopment of secondary sexual characteristics. In
    Drosophila, these differences have been\r\nthoroughly studied. Extensive research
    has been performed to understand the role and molecular\r\nmode of action of central
    sex in determining switch genes, such as transformer (tra) and Sex-lethal\r\n(Sxl).
    Furthermore, studies have highlighted differential gene expression as an essential
    mechanism to\r\ncreate sexual dimorphism. An alternative path to sexual dimorphism
    that has been less explored is\r\nalternative splicing, the mechanism through
    which genes can produce multiple transcripts with\r\ndistinct properties and functions.
    The primary switch sex-determining gene Sxl is a good example of\r\nthe role of
    alternative splicing for sex-specific functions: the inclusion of a specific exon
    determines\r\nthe male or female form of the protein, which in turn switches on
    either the male or female\r\ndevelopmental pathway. The genes that act upstream
    of Sxl and determine which form is expressed -\r\nthe counter genes - have received
    less attention. This thesis addresses two critical questions about\r\nthe molecular
    encoding of sexes in the Drosophila melanogaster genome: First, the use of splice
    forms\r\nin male and female tissues in D. melanogaster is examined, inferring
    the molecular and evolutionary\r\nparameters shaping the diversity of the splicing
    landscape. Second, the behaviour of counter genes in\r\nDrosophila-related species
    is investigated, shedding light on potential changes leading to their\r\nincorporation
    into the sex-determination pathway.\r\nFor the alternative splicing analyses,
    long-read RNA sequencing of testes, ovaries, female and male\r\nmidguts, heads,
    and whole bodies was performed. A novel pipeline was developed to assign unique\r\ntranscript
    identifiers for each sequence of exons and introns in the read, enabling detailed\r\ncomparisons
    of splicing variants in each tissue/sex. Alternative splicing was found to be
    more\r\npervasive in females than males (22,201 exclusive splice forms in females
    versus 12,631 in males),\r\nespecially when comparing ovaries to other tissues.
    The ovaries alone displayed 15,299 exclusive\r\nsplice forms, suggesting most
    female exclusive splice forms originate there. Genome location and gene\r\nage
    were also correlated with the number of splice forms per gene. In particular,
    the X and 4th\r\nchromosomes (Muller elements A and F) showed more splice forms
    per gene than other\r\nchromosomes. Additionally, genes older than 63 million
    years exhibited more splice forms per gene\r\nthan younger genes. Our results
    suggest that alternative splicing is more prevalent than previously\r\nbelieved,
    with numerous female-exclusive forms, age, and location playing significant roles
    in shaping\r\nits prevalence.\r\nFor the counter genes analyses, we combined published
    gene expression, genomic, and gene\r\ninteraction data from various clades (Bactrocera
    jarvisi, B. oleae, Ceratitis capitata, Mus musculus,\r\nCaenorhabditis elegans,
    Homo sapiens, and D. melanogaster). The counter genes scute (sc), extra\r\nmacrochaetae
    (emc), groucho (gro), deadpan (dpn), daughterless (da), runt (run), Sxl, hermaphrodite\r\n(her),
    and tra maintain conserved Muller element locations between C. capitata and D.
    melanogaster,\r\nwhich are most of the counter genes identified in the C. capitata
    genome. Their expression patterns\r\nduring early embryogenesis in B. jarvisi
    and D. melanogaster are also similar for counter genes dpn,\r\ngro, da, and emc.
    However, Sxl and sc are also found to have more extreme expression ratios between\r\nthe
    species. Lastly, gene interactions within the counter genes are conserved, with
    da-sc and gro-dpn\r\ninteractions occurring in Drosophila, worms, humans, and
    mice. Interactions such as dpn-sc, dpn-da,\r\nda-emc, and gro-run are present
    in Drosophila, mice, and humans, suggesting these genes were\r\nrecruited by ancestral
    characteristics, primarily during embryogenesis. The conserved expression,\r\nlocation,
    and interactions of counter genes suggest serendipitous recruitment of such genes
    instead\r\nof a change in those characteristics as they were recruited for this
    function. "
acknowledged_ssus:
- _id: ScienComp
alternative_title:
- ISTA Thesis
article_processing_charge: No
author:
- first_name: Julia
  full_name: Raices, Julia
  id: 3EE67F22-F248-11E8-B48F-1D18A9856A87
  last_name: Raices
citation:
  ama: 'Raices J. Novel approaches to studying alternative splicing in Drosophila
    Melanogaster : Insights into sex-specific gene expression and the evolution of
    sex determination. 2024. doi:<a href="https://doi.org/10.15479/at:ista:17206">10.15479/at:ista:17206</a>'
  apa: 'Raices, J. (2024). <i>Novel approaches to studying alternative splicing in
    Drosophila Melanogaster : Insights into sex-specific gene expression and the evolution
    of sex determination</i>. Institute of Science and Technology Austria. <a href="https://doi.org/10.15479/at:ista:17206">https://doi.org/10.15479/at:ista:17206</a>'
  chicago: 'Raices, Julia. “Novel Approaches to Studying Alternative Splicing in Drosophila
    Melanogaster : Insights into Sex-Specific Gene Expression and the Evolution of
    Sex Determination.” Institute of Science and Technology Austria, 2024. <a href="https://doi.org/10.15479/at:ista:17206">https://doi.org/10.15479/at:ista:17206</a>.'
  ieee: 'J. Raices, “Novel approaches to studying alternative splicing in Drosophila
    Melanogaster : Insights into sex-specific gene expression and the evolution of
    sex determination,” Institute of Science and Technology Austria, 2024.'
  ista: 'Raices J. 2024. Novel approaches to studying alternative splicing in Drosophila
    Melanogaster : Insights into sex-specific gene expression and the evolution of
    sex determination. Institute of Science and Technology Austria.'
  mla: 'Raices, Julia. <i>Novel Approaches to Studying Alternative Splicing in Drosophila
    Melanogaster : Insights into Sex-Specific Gene Expression and the Evolution of
    Sex Determination</i>. Institute of Science and Technology Austria, 2024, doi:<a
    href="https://doi.org/10.15479/at:ista:17206">10.15479/at:ista:17206</a>.'
  short: 'J. Raices, Novel Approaches to Studying Alternative Splicing in Drosophila
    Melanogaster : Insights into Sex-Specific Gene Expression and the Evolution of
    Sex Determination, Institute of Science and Technology Austria, 2024.'
corr_author: '1'
date_created: 2024-07-05T14:15:29Z
date_published: 2024-07-05T00:00:00Z
date_updated: 2026-04-07T13:03:22Z
day: '05'
ddc:
- '570'
degree_awarded: PhD
department:
- _id: BeVi
- _id: GradSch
doi: 10.15479/at:ista:17206
ec_funded: 1
file:
- access_level: closed
  checksum: d5e9234bde8667b005a8cfe18bb467d3
  content_type: application/vnd.openxmlformats-officedocument.wordprocessingml.document
  creator: cchlebak
  date_created: 2024-07-11T07:18:01Z
  date_updated: 2025-01-11T23:30:04Z
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  creator: cchlebak
  date_created: 2024-07-11T07:22:32Z
  date_updated: 2025-01-11T23:30:04Z
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  file_size: 5580296
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file_date_updated: 2025-01-11T23:30:04Z
has_accepted_license: '1'
language:
- iso: eng
month: '07'
oa: 1
oa_version: Published Version
page: '82'
project:
- _id: 250BDE62-B435-11E9-9278-68D0E5697425
  call_identifier: H2020
  grant_number: '715257'
  name: Prevalence and Influence of Sexual Antagonism on Genome Evolution
publication_identifier:
  issn:
  - 2663-337X
publication_status: published
publisher: Institute of Science and Technology Austria
status: public
supervisor:
- first_name: Beatriz
  full_name: Vicoso, Beatriz
  id: 49E1C5C6-F248-11E8-B48F-1D18A9856A87
  last_name: Vicoso
  orcid: 0000-0002-4579-8306
title: 'Novel approaches to studying alternative splicing in Drosophila Melanogaster
  : Insights into sex-specific gene expression and the evolution of sex determination'
tmp:
  image: /images/cc_by_sa.png
  legal_code_url: https://creativecommons.org/licenses/by-sa/4.0/legalcode
  name: Creative Commons Attribution-ShareAlike 4.0 International Public License (CC
    BY-SA 4.0)
  short: CC BY-SA (4.0)
type: dissertation
user_id: ba8df636-2132-11f1-aed0-ed93e2281fdd
year: '2024'
...
---
OA_place: publisher
_id: '18101'
abstract:
- lang: eng
  text: "The Retroviridae family consists of two sub-families, the Orthoretrovirinae
    and the\r\nSpumaretrovirinae. The Orthoretroviruses contain important human pathogens,
    such as the\r\nhuman immunodeficiency virus 1 (HIV-1). They also harbor other
    retrovirus species which\r\nare regularly used as model systems to study the retroviral
    life cycle. The main structural\r\ncomponent of the retroviruses, is the Gag protein
    and its truncation derivatives occurring\r\nduring viral maturation. Orthoretroviral
    Gag assemblies have been extensively studied to\r\nunderstand the interactions
    that confer stability and morphology to viral particles.\r\nThe Spumaretrovirinae
    subfamily represent an early diverging branch of the Retroviridae.\r\nIts members,
    the Foamy viruses (FV), share most of the conventional features found in\r\nretroviruses.
    However, they also possess multiple characteristics that make them unique. In\r\nparticular,
    FV Gag does not get extensively cleaved as in orthoretroviruses. Hence, the Gag\r\narchitecture
    deviates from the canonical domain arrangement in FV. They also exhibit a\r\npeculiar
    particle morphology, having no apparent immature state and a seemingly\r\nicosahedral
    mature particle. Due to this, many fundamental questions on FV structural\r\nassembly
    mechanisms remain open. To answer these questions, was the main focus of this\r\nthesis.\r\nMainly,
    it is not known how FV assemble their core in a virus particle and what are the\r\nimportant
    assembly interaction sites within said core. What is the minimum assembly\r\ncompetent
    domain of FV Gag? Is there a morphological change in the assembly type of FVGag
    lattices? If so, what is defining these morphological shifts? Finally, it would
    be\r\ninteresting to know what is the evolutionary relationship between FV and
    the rest of the\r\nretrotranscribing elements, from a structural point of view?\r\nTo
    answer these questions, membrane-enveloped mammalian cell-derived FV virus-like\r\nparticles
    (VLPs) were produced. Cryo-electron tomography (cryo-ET) analysis suggested\r\nthese
    FV VLPs do not form a canonical retroviral Gag lattice structure, which is in
    line with\r\nearlier observations. To further evaluate FV Gag assembly competence
    and morphology,\r\nthe first bacterial cell-derived in vitro VLP assembly system
    was designed and optimized.\r\nUsing this system with different truncation variants,
    the minimum assembly competent\r\ndomain of FV Gag was found to be the putative
    CA300-477 domain. Varying VLP\r\nmorphologies were also observed and strongly
    suggested residues upstream of CA300-477\r\nplay a role in morphology determination.
    Finally, a combined cryo-electron microscopy (cryoEM) and cryo-ET approach was
    taken to analyze tubular assemblies from the minimal\r\nassembly competent domain.
    This revealed an unexpectedly unique non-canonical\r\nassembly architecture. Three
    novel lattice stabilizing interfaces were described which\r\nproved to be as unique
    as the lattice arrangement. Comparison to a newly published FV CA\r\ncore structure
    revealed the CA-CA interactions in the atypical assembly do not recapitulate\r\nwhat
    is described for the FV core lattice. However, the new in vitro VLP assembly system\r\nobtained
    in this thesis also provides an exciting opportunity to study still unresolved
    FV\r\nassembly features in a potentially facilitated approach compared to conventional
    methods.\r\nIn summary, this work provided a deeper understanding of the basic
    FV Gag assembly unit,\r\nas well as presenting the first FV Gag-derived in vitro
    VLP assembly system. This system\r\nreveals a novel and unique assembly architecture
    among retroviral in vitro assemblies."
acknowledged_ssus:
- _id: EM-Fac
- _id: LifeSc
- _id: ScienComp
alternative_title:
- ISTA Thesis
article_processing_charge: No
author:
- first_name: Dario J
  full_name: Porley, Dario J
  id: 2FD6EA6C-F248-11E8-B48F-1D18A9856A87
  last_name: Porley
citation:
  ama: Porley Esteves D. Structural characterization of spumavirus capsid assemblies.
    2024. doi:<a href="https://doi.org/10.15479/at:ista:18101">10.15479/at:ista:18101</a>
  apa: Porley Esteves, D. (2024). <i>Structural characterization of spumavirus capsid
    assemblies</i>. Institute of Science and Technology Austria. <a href="https://doi.org/10.15479/at:ista:18101">https://doi.org/10.15479/at:ista:18101</a>
  chicago: Porley Esteves, Darío. “Structural Characterization of Spumavirus Capsid
    Assemblies.” Institute of Science and Technology Austria, 2024. <a href="https://doi.org/10.15479/at:ista:18101">https://doi.org/10.15479/at:ista:18101</a>.
  ieee: D. Porley Esteves, “Structural characterization of spumavirus capsid assemblies,”
    Institute of Science and Technology Austria, 2024.
  ista: Porley Esteves D. 2024. Structural characterization of spumavirus capsid assemblies.
    Institute of Science and Technology Austria.
  mla: Porley Esteves, Darío. <i>Structural Characterization of Spumavirus Capsid
    Assemblies</i>. Institute of Science and Technology Austria, 2024, doi:<a href="https://doi.org/10.15479/at:ista:18101">10.15479/at:ista:18101</a>.
  short: D. Porley Esteves, Structural Characterization of Spumavirus Capsid Assemblies,
    Institute of Science and Technology Austria, 2024.
corr_author: '1'
date_created: 2024-09-20T10:21:03Z
date_published: 2024-09-26T00:00:00Z
date_updated: 2026-04-07T13:21:01Z
day: '26'
ddc:
- '570'
degree_awarded: PhD
department:
- _id: GradSch
- _id: FlSc
doi: 10.15479/at:ista:18101
ec_funded: 1
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  date_created: 2024-09-26T13:40:33Z
  date_updated: 2025-03-25T23:30:03Z
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  date_created: 2024-09-26T13:41:39Z
  date_updated: 2025-03-25T23:30:03Z
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  relation: main_file
file_date_updated: 2025-03-25T23:30:03Z
has_accepted_license: '1'
language:
- iso: eng
month: '09'
oa: 1
oa_version: Published Version
page: '131'
project:
- _id: 2564DBCA-B435-11E9-9278-68D0E5697425
  call_identifier: H2020
  grant_number: '665385'
  name: International IST Doctoral Program
- _id: 9B9C98E0-BA93-11EA-9121-9846C619BF3A
  grant_number: '25762'
  name: Structural characterization of spumavirus capsid assemblies to understand
    conserved Ortervirales assembly mechanisms
publication_identifier:
  isbn:
  - 978-3-99078-041-1
  issn:
  - 2663-337X
publication_status: published
publisher: Institute of Science and Technology Austria
status: public
supervisor:
- first_name: Florian KM
  full_name: Schur, Florian KM
  id: 48AD8942-F248-11E8-B48F-1D18A9856A87
  last_name: Schur
  orcid: 0000-0003-4790-8078
title: Structural characterization of spumavirus capsid assemblies
type: dissertation
user_id: ba8df636-2132-11f1-aed0-ed93e2281fdd
year: '2024'
...
---
OA_place: repository
_id: '17465'
abstract:
- lang: eng
  text: "In the modern age of machine learning, artificial neural networks have become
    an integral part\r\nof many practical systems. One of the key ingredients of the
    success of the deep learning\r\napproach is recent computational advances which
    allowed the training of models with billions\r\nof parameters on large-scale data.
    Such over-parameterized and data-hungry regimes pose a\r\nchallenge for the theoretical
    analysis of modern models since “classical” statistical wisdom\r\nis no longer
    applicable. In this view, it is paramount to extend or develop new machinery\r\nthat
    will allow tackling the neural network analysis under new challenging asymptotic
    regimes,\r\nwhich is the focus of this thesis.\r\nLarge neural network systems
    are usually optimized via “local” search algorithms, such\r\nas stochastic gradient
    descent (SGD). However, given the high-dimensional nature of the\r\nparameter
    space, it is a priori not clear why such a crude “local” approach works so remarkably\r\nwell
    in practice. We take a step towards demystifying this phenomenon by showing that\r\nthe
    landscape of the SGD training dynamics exhibits a few beneficial properties for
    the\r\noptimization. First, we show that along the SGD trajectory an over-parameterized
    network\r\nis dropout stable. The emergence of dropout stability allows to conclude
    that the minima\r\nfound by SGD are connected via a continuous path of small loss.
    This in turn means that\r\nthe high-dimensional landscape of the neural network
    optimization problem is provably not so\r\nunfavourable to gradient-based training,
    due to mode connectivity. Next, we show that SGD\r\nfor an over-parameterized
    network tends to find solutions that are functionally more “simple”.\r\nThis in
    turn means that the SGD minima are more robust, since a less complicated solution\r\nwill
    less likely overfit the data. More formally, for a prototypical example of a wide
    two-layer\r\nReLU network on a 1d regression task we show that the SGD algorithm
    is implicitly selective in\r\nits choice of an interpolating solution. Namely,
    at convergence the neural network implements\r\na piece-wise linear function with
    the number of linear regions depending only on the amount\r\nof training data.
    This is in contrast to a “smooth”-like behaviour which one would expect\r\ngiven
    such a severe over-parameterization of the model.\r\nDiverging from the generic
    supervised setting of classification and regression problems, we\r\nanalyze an
    auto-encoder model that is commonly used for representation learning and data\r\ncompression.
    Despite the wide applicability of the auto-encoding paradigm, the theoretical\r\nunderstanding
    of their behaviour is limited even in the simplistic shallow case. The related\r\nwork
    is restricted to extreme asymptotic regimes in which the auto-encoder is either
    severely\r\nover-parameterized or under-parameterized. In contrast, we provide
    a tight characterization\r\nfor the 1-bit compression of Gaussian signals in the
    challenging proportional regime, i.e., the\r\ninput dimension and the size of
    the compressed representation obey the same asymptotics.\r\nWe also show that
    gradient-based methods are able to find a globally optimal solution and\r\nthat
    the predictions made for Gaussian data extrapolate beyond - to the case of compression\r\nof
    natural images. Next, we relax the Gaussian assumption and study more structured
    input\r\nsources. We show that the shallow model is sometimes agnostic to the
    structure of the data\r\nvii\r\nwhich results in a Gaussian-like behaviour. We
    prove that making the decoding component\r\nslightly less shallow is already enough
    to escape the “curse” of Gaussian performance.\r\n"
acknowledged_ssus:
- _id: ScienComp
alternative_title:
- ISTA Thesis
article_processing_charge: No
author:
- first_name: Aleksandr
  full_name: Shevchenko, Aleksandr
  id: F2B06EC2-C99E-11E9-89F0-752EE6697425
  last_name: Shevchenko
citation:
  ama: Shevchenko A. High-dimensional limits in artificial neural networks. 2024.
    doi:<a href="https://doi.org/10.15479/at:ista:17465">10.15479/at:ista:17465</a>
  apa: Shevchenko, A. (2024). <i>High-dimensional limits in artificial neural networks</i>.
    Institute of Science and Technology Austria. <a href="https://doi.org/10.15479/at:ista:17465">https://doi.org/10.15479/at:ista:17465</a>
  chicago: Shevchenko, Alexander. “High-Dimensional Limits in Artificial Neural Networks.”
    Institute of Science and Technology Austria, 2024. <a href="https://doi.org/10.15479/at:ista:17465">https://doi.org/10.15479/at:ista:17465</a>.
  ieee: A. Shevchenko, “High-dimensional limits in artificial neural networks,” Institute
    of Science and Technology Austria, 2024.
  ista: Shevchenko A. 2024. High-dimensional limits in artificial neural networks.
    Institute of Science and Technology Austria.
  mla: Shevchenko, Alexander. <i>High-Dimensional Limits in Artificial Neural Networks</i>.
    Institute of Science and Technology Austria, 2024, doi:<a href="https://doi.org/10.15479/at:ista:17465">10.15479/at:ista:17465</a>.
  short: A. Shevchenko, High-Dimensional Limits in Artificial Neural Networks, Institute
    of Science and Technology Austria, 2024.
corr_author: '1'
date_created: 2024-08-28T15:14:25Z
date_published: 2024-08-29T00:00:00Z
date_updated: 2025-04-25T10:32:06Z
day: '29'
ddc:
- '519'
degree_awarded: PhD
department:
- _id: GradSch
- _id: DaAl
- _id: MaMo
doi: 10.15479/at:ista:17465
file:
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  relation: source_file
file_date_updated: 2024-10-05T22:30:05Z
has_accepted_license: '1'
language:
- iso: eng
month: '08'
oa: 1
oa_version: Published Version
page: '232'
project:
- _id: 059876FA-7A3F-11EA-A408-12923DDC885E
  name: Prix Lopez-Loretta 2019 - Marco Mondelli
- _id: 9B9290DE-BA93-11EA-9121-9846C619BF3A
  grant_number: W1260-N35
  name: Vienna Graduate School on Computational Optimization
publication_identifier:
  issn:
  - 2663-337X
publication_status: published
publisher: Institute of Science and Technology Austria
related_material:
  record:
  - id: '11420'
    relation: part_of_dissertation
    status: public
  - id: '17469'
    relation: part_of_dissertation
    status: public
  - id: '14459'
    relation: part_of_dissertation
    status: public
  - id: '9198'
    relation: part_of_dissertation
    status: public
status: public
supervisor:
- first_name: Marco
  full_name: Mondelli, Marco
  id: 27EB676C-8706-11E9-9510-7717E6697425
  last_name: Mondelli
  orcid: 0000-0002-3242-7020
- first_name: Dan-Adrian
  full_name: Alistarh, Dan-Adrian
  id: 4A899BFC-F248-11E8-B48F-1D18A9856A87
  last_name: Alistarh
  orcid: 0000-0003-3650-940X
title: High-dimensional limits in artificial neural networks
type: dissertation
user_id: 8b945eb4-e2f2-11eb-945a-df72226e66a9
year: '2024'
...
---
OA_place: publisher
_id: '17119'
abstract:
- lang: eng
  text: "Genomes are shaped by natural selection at the level of the organism, as
    genomic variants that\r\nhave a beneficial effect on the viability or fecundity
    of their carriers are on average expected\r\nto be passed on to more offspring
    than less beneficial alleles. However, selection also favors\r\ngenomic variants
    that drive their own transmission to the next generation above the mendelian\r\nexpectation
    of 50 percent in heterozygotes, even if these self-promoting variants are less\r\nbeneficial
    to the organism than other variants at the same locus. Such variants, called meiotic\r\ndrivers,
    are found in diverse taxa, and often impose fitness costs on their host organisms.
    As\r\nmeiotic drivers often require multiple genes and sequences for transmission
    ratio distortion,\r\nthey are often found in regions of low recombination, such
    as inversions, which prevent their\r\nrecombination with the non-driving homologous
    regions. Reduced recombination rates are\r\nexpected to lead to the accumulation
    of deleterious mutations, which may affect hundreds\r\nof genes trapped in the
    inversions of meiotic drivers. Although the observed fitness costs of\r\nself-promoting
    haplotypes are thought to possibly reflect sequence degeneration, no study has\r\nsystematically
    investigated the level of degeneration on a meiotic driver. Further, the low\r\nrates
    of recombination between driving and non-driving haplotypes have limited the power
    of\r\ntraditional genetic studies in uncovering the gene content of meiotic drivers,
    and made the\r\nthe identification of the genes causing transmission ratio distortion
    difficult.\r\nAfter an introduction to meiotic drivers in Chapter 1, this thesis
    presents three studies that\r\nmake use of next generation sequencing data to
    characterize the sequence and expression\r\nevolution of genes on the t-haplotype,
    a large and ancient meiotic driver in house mice that is\r\ntransmitted to up
    to 100% of the offspring in males heterozygous for it. Chapter 2 presents\r\na
    comprehensive assessment of the t-haplotype’s sequence evolution, which shows
    signs of\r\nsequence degeneration counteracted by occasional recombination with
    the non-driving homolog\r\nover large parts of the meiotic driver, proposing an
    explanation for its long-term survival.\r\nChapter 3 investigates the sequence
    and expression evolution of genes on the t-haplotype,\r\nand finds widespread
    expression and copy number changes and signs of less efficient purifying\r\nselection
    compared to the genes on the non-driving homolog. Further, this chapter finds\r\ncandidates
    for involvment in drive: two positively selected genes on the t-haplotype, and\r\nthe
    discovery of a t-specific gene duplicate, which was gained from another chromosome,\r\nand
    which acquired novel sequence and testis-specific expression on the t-haplotype.
    Finally,\r\nChapter 4 provides unprecedented insights into the gene expression
    landscape in testes of\r\nt-carrier mice, using single nucleus sequencing. Cell-resolved
    RNA-sequencing allows the\r\ncomparison of expression in spermatids carrying or
    not carrying the t-haplotype as well as the\r\ntiming of t-haplotype-induced expression
    changes along spermatogenesis. This study shows\r\nthe timing of previously found
    drive-associated genes, and uncovers novel candidate genes and\r\nbiological processes
    that may underlie the complex biology of transmission ratio distortion of\r\nthe
    t-haplotype. Chapter 5 synthesizes the findings of the three studies, and discusses
    them in\r\nthe context of the current state of meiotic drive research."
alternative_title:
- ISTA Thesis
article_processing_charge: No
author:
- first_name: Réka K
  full_name: Kelemen, Réka K
  id: 48D3F8DE-F248-11E8-B48F-1D18A9856A87
  last_name: Kelemen
  orcid: 0000-0002-8489-9281
citation:
  ama: Kelemen RK. Characterizing the sequence and expression evolution of the t-haplotype,
    a model meiotic driver. 2024. doi:<a href="https://doi.org/10.15479/at:ista:17119">10.15479/at:ista:17119</a>
  apa: Kelemen, R. K. (2024). <i>Characterizing the sequence and expression evolution
    of the t-haplotype, a model meiotic driver</i>. Institute of Science and Technology
    Austria. <a href="https://doi.org/10.15479/at:ista:17119">https://doi.org/10.15479/at:ista:17119</a>
  chicago: Kelemen, Réka K. “Characterizing the Sequence and Expression Evolution
    of the T-Haplotype, a Model Meiotic Driver.” Institute of Science and Technology
    Austria, 2024. <a href="https://doi.org/10.15479/at:ista:17119">https://doi.org/10.15479/at:ista:17119</a>.
  ieee: R. K. Kelemen, “Characterizing the sequence and expression evolution of the
    t-haplotype, a model meiotic driver,” Institute of Science and Technology Austria,
    2024.
  ista: Kelemen RK. 2024. Characterizing the sequence and expression evolution of
    the t-haplotype, a model meiotic driver. Institute of Science and Technology Austria.
  mla: Kelemen, Réka K. <i>Characterizing the Sequence and Expression Evolution of
    the T-Haplotype, a Model Meiotic Driver</i>. Institute of Science and Technology
    Austria, 2024, doi:<a href="https://doi.org/10.15479/at:ista:17119">10.15479/at:ista:17119</a>.
  short: R.K. Kelemen, Characterizing the Sequence and Expression Evolution of the
    T-Haplotype, a Model Meiotic Driver, Institute of Science and Technology Austria,
    2024.
corr_author: '1'
date_created: 2024-06-07T16:14:13Z
date_published: 2024-06-20T00:00:00Z
date_updated: 2026-04-07T13:21:37Z
day: '20'
ddc:
- '576'
degree_awarded: PhD
department:
- _id: GradSch
- _id: BeVi
doi: 10.15479/at:ista:17119
ec_funded: 1
file:
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  checksum: fab59146e3b3dc2e5d214576984a2a63
  content_type: application/zip
  creator: rkelemen
  date_created: 2024-06-07T16:09:17Z
  date_updated: 2025-01-10T23:30:10Z
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file_date_updated: 2025-01-10T23:30:10Z
has_accepted_license: '1'
keyword:
- meiotic driver
- neofunctionalization
- single nucleus sequencing
language:
- iso: eng
month: '06'
oa: 1
oa_version: Published Version
page: '105'
project:
- _id: 250BDE62-B435-11E9-9278-68D0E5697425
  call_identifier: H2020
  grant_number: '715257'
  name: Prevalence and Influence of Sexual Antagonism on Genome Evolution
- _id: 34ae1506-11ca-11ed-8bc3-c14f4c474396
  grant_number: F8810
  name: The highjacking of meiosis for asexual reproduction
publication_identifier:
  isbn:
  - 978-3-99078-039-8
  issn:
  - 2663-337X
publication_status: published
publisher: Institute of Science and Technology Austria
related_material:
  record:
  - id: '542'
    relation: part_of_dissertation
    status: public
  - id: '10767'
    relation: part_of_dissertation
    status: public
status: public
supervisor:
- first_name: Beatriz
  full_name: Vicoso, Beatriz
  id: 49E1C5C6-F248-11E8-B48F-1D18A9856A87
  last_name: Vicoso
  orcid: 0000-0002-4579-8306
title: Characterizing the sequence and expression evolution of the t-haplotype, a
  model meiotic driver
tmp:
  image: /images/cc_by_nc_sa.png
  legal_code_url: https://creativecommons.org/licenses/by-nc-sa/4.0/legalcode
  name: Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC
    BY-NC-SA 4.0)
  short: CC BY-NC-SA (4.0)
type: dissertation
user_id: ba8df636-2132-11f1-aed0-ed93e2281fdd
year: '2024'
...
---
OA_place: publisher
_id: '18477'
abstract:
- lang: eng
  text: "ADAR1 is broadly expressed across various tissues and is vital in regulating
    pathways\r\nassociated with innate immune responses. ADAR1 marks double-stranded
    RNA as \"self\"\r\nthrough its A-to-I editing activity, effectively repressing
    autoimmunity and maintaining\r\nimmune tolerance. This editing process has been
    detected at millions of sites across the\r\nhuman genome. However, the mechanism
    underlying ADAR1's substrate selectivity\r\nproperties remains largely unclear,
    with much of the current knowledge derived from\r\ncomparisons to its more extensively
    studied homolog, ADAR2. By studying ADAR1 in complex\r\nwith its RNA substrates
    and applying a combination of biochemical techniques and structural\r\nstudies
    using CryoEM, we aim to gain a more comprehensive understanding of the substrate\r\nselectivity
    characteristics of ADAR1.\r\nIn this thesis, the purification protocol for ADAR1
    was successfully optimized, resulting in the\r\nfirst report in the literature
    to achieve high protein purity and activity. This advancement\r\nenabled the investigation
    of complex formation between ADAR1 and various RNA substrates,\r\nleading to the
    identification of optimal conditions for preparing the cryoEM sample. However,\r\ndespite
    comprehensive optimization of the cryo-EM conditions, the resulting data lacked
    the\r\ndesired quality, highlighting the need for similar rigorous optimization
    of the RNA substrates\r\nto facilitate structural studies of the ADAR1-RNA complex.
    The study was complemented by\r\nAlphaFold predictions, which provided some insights
    into this mechanism.\r\nMoreover, during this project I established a collaboration
    with a research group focused on\r\nstudying ADAR homologs. Notably ADAR homologs
    were identified in bivalve species, and it\r\nwas further demonstrated that ADAR
    and its A-to-I editing activity are upregulated in Pacific\r\noysters during infections
    with Ostreid herpesvirus-1—a highly infectious virus that leads to\r\nsignificant
    losses in oyster populations globally. I successfully purified oyster ADAR and\r\nprepared
    in vitro edited RNA for nanopore sequencing—a direct sequencing technology\r\ncapable
    of detecting modified nucleotides without the need for reverse transcription.
    The\r\ncollaborators initiated optimization of this nanopore-based approach. However,
    current\r\ntechnological limitations still constrain the reliable detection of
    modified nucleotides.\r\nThe project also examined the impact of RNA editing on
    RNA binding and filament formation\r\nby MDA5, a key cytosolic dsRNA sensor that
    triggers an interferon response. A primary target\r\nof ADAR1's editing activity
    is RNA derived from repetitive elements present in the genome,\r\nparticularly
    Alu elements forming double-stranded RNA. When unedited, these RNA\r\nsequences
    are recognized by MDA5. However, the mechanisms by which MDA5 interacts with\r\nAlu
    RNAs, as well as the role of A-to-I editing in influencing this binding, are still
    not well\r\nunderstood.\r\nThe interaction between MDA5 and Alu elements, was
    successfully established. This was\r\nachieved through the testing of different
    RNA variants and the evaluation of filament\r\nformation using binding techniques
    and electron microscopy imaging. This groundwork has\r\nset the conditions for
    further evaluation using CryoEM. Furthermore, the effects of A-to-I\r\nediting
    on the binding properties of MDA5 with Alu RNA were investigated. Given the recent\r\nresearch
    that has provided new insights into MDA5's interaction with dsRNA, it is essential
    to\r\nrevise the experimental setup to integrate these findings before moving
    forward with the\r\nCryoEM sample analysis."
acknowledged_ssus:
- _id: EM-Fac
- _id: LifeSc
alternative_title:
- ISTA Thesis
article_processing_charge: No
author:
- first_name: Beata M
  full_name: Kaczmarek, Beata M
  id: 36FA4AFA-F248-11E8-B48F-1D18A9856A87
  last_name: Kaczmarek
citation:
  ama: Kaczmarek BM. Biochemical and structural insights into ADAR1 RNA editing. 2024.
    doi:<a href="https://doi.org/10.15479/at:ista:18477">10.15479/at:ista:18477</a>
  apa: Kaczmarek, B. M. (2024). <i>Biochemical and structural insights into ADAR1
    RNA editing</i>. Institute of Science and Technology Austria. <a href="https://doi.org/10.15479/at:ista:18477">https://doi.org/10.15479/at:ista:18477</a>
  chicago: Kaczmarek, Beata M. “Biochemical and Structural Insights into ADAR1 RNA
    Editing.” Institute of Science and Technology Austria, 2024. <a href="https://doi.org/10.15479/at:ista:18477">https://doi.org/10.15479/at:ista:18477</a>.
  ieee: B. M. Kaczmarek, “Biochemical and structural insights into ADAR1 RNA editing,”
    Institute of Science and Technology Austria, 2024.
  ista: Kaczmarek BM. 2024. Biochemical and structural insights into ADAR1 RNA editing.
    Institute of Science and Technology Austria.
  mla: Kaczmarek, Beata M. <i>Biochemical and Structural Insights into ADAR1 RNA Editing</i>.
    Institute of Science and Technology Austria, 2024, doi:<a href="https://doi.org/10.15479/at:ista:18477">10.15479/at:ista:18477</a>.
  short: B.M. Kaczmarek, Biochemical and Structural Insights into ADAR1 RNA Editing,
    Institute of Science and Technology Austria, 2024.
corr_author: '1'
date_created: 2024-10-27T07:35:13Z
date_published: 2024-10-29T00:00:00Z
date_updated: 2026-04-07T13:23:59Z
day: '29'
ddc:
- '572'
degree_awarded: PhD
department:
- _id: GradSch
- _id: CaBe
doi: 10.15479/at:ista:18477
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language:
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month: '10'
oa: 1
oa_version: Published Version
page: '124'
publication_identifier:
  isbn:
  - 978-3-99078-045-9
  issn:
  - 2663-337X
publication_status: published
publisher: Institute of Science and Technology Austria
status: public
supervisor:
- first_name: Carrie A
  full_name: Bernecky, Carrie A
  id: 2CB9DFE2-F248-11E8-B48F-1D18A9856A87
  last_name: Bernecky
  orcid: 0000-0003-0893-7036
title: Biochemical and structural insights into ADAR1 RNA editing
tmp:
  image: /images/cc_by.png
  legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
  name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
  short: CC BY (4.0)
type: dissertation
user_id: ba8df636-2132-11f1-aed0-ed93e2281fdd
year: '2024'
...
---
OA_place: publisher
_id: '17319'
abstract:
- lang: eng
  text: "This thesis comprises two distinct projects, each offering unique insights
    into fundamental\r\ncellular processes. While distinct in their focus, these different
    perspectives have a common\r\ntheme: chemiosmotic theory and utilisation of the
    proton gradient for driving the essential\r\nprocesses like auxin efflux and ATP
    synthesis, effectively bridging the membrane protein\r\nstructure and function
    from the realms of plant biology and cellular bioenergetics.\r\nThe first project
    of this thesis centres on the characterisation of PIN proteins, a class of\r\ntransmembrane
    transporters pivotal in the regulation of auxin transport and distribution in\r\nplants.
    PINs form a conserved and phylogenetically abundant group of transporters present
    in\r\nland plants and certain algae. Despite their great importance, they were
    one of the few elusive\r\nproteins essential for plant development not to be structurally
    and mechanistically\r\ncharacterised since their discovery almost 30 years ago.
    This work aimed to uncover the\r\nstructural and functional dynamics of the PIN
    protein-mediated auxin transport using an array\r\nof experimental techniques,
    including protein purification, biochemical assays and structural\r\nanalysis.
    Through an exhaustive screening process that took several years and included testing\r\ndifferent
    PIN homologues, expression systems, constructs, and purification conditions, we\r\ndeveloped
    a robust protocol for isolating the pure, stable, and monodisperse PIN8 protein.\r\nMoreover,
    utilising biophysical methods and buffer screening, we demonstrated that PIN8\r\nexhibits
    detergent and pH-dependent stability, with mild detergents and lower pH (5.0 and
    6.0)\r\nbeing optimal for the stability of the protein. Using SEC-MALS and crosslinking,
    we\r\ndetermined that PIN8 forms dimers, which was confirmed by our structural
    studies. We\r\nobtained a cryo-EM map of PIN8 at pH 6.0, and, compared to recently
    published structures,\r\nour map implies major pH-dependent conformational changes
    and possibly utilisation of the\r\nproton gradient in the transport mechanism.\r\nThe
    subject of the second project was F1Fo-ATP synthase, an enzyme complex fundamental\r\nto
    cellular energy metabolism. Through an approach integrating biochemical assays
    and\r\nstructural analysis, this research aimed to unveil the molecular mechanism
    of inhibition of ATP\r\nsynthase by yaku´amide, a bioactive compound with potential
    therapeutic implications. Using\r\nsubmitochondrial particles and purified F1Fo-ATP
    synthase, we demonstrated that, contrary to\r\npublished data, yaku´amide inhibits
    both ATP hydrolysis and ATP synthesis reactions.\r\nMoreover, we found that yaku´amide
    inhibitory activity is proton motive force (pmf)\r\ndependent, with lower inhibition
    in a more coupled system. Utilising cryo-EM, we obtained\r\nmaps and models for
    the three main rotational states of murine ATP synthase (State 1 at 3.0 Å,\r\n8\r\nState
    2 at 3.1 Å, and State 3 at 3.2 Å, overall). We observed several new features in
    our maps;\r\nhowever, we cannot definitively determine the exact mechanism of
    yaku amide’s inhibition on\r\nthe protein due to either resolution limits or suboptimal
    binding of the inhibitor."
acknowledged_ssus:
- _id: EM-Fac
- _id: LifeSc
alternative_title:
- ISTA Thesis
article_processing_charge: No
author:
- first_name: Kristina
  full_name: Lukic, Kristina
  id: 2B04DB84-F248-11E8-B48F-1D18A9856A87
  last_name: Lukic
  orcid: 0000-0003-1581-881X
citation:
  ama: 'Lukic K. Membrane proteins in plant physiology and bioenergetics : Investigating
    auxin efflux transporter PIN8 and ATP synthase inhibition by the novel inhibitor
    Yaku’amide B. 2024. doi:<a href="https://doi.org/10.15479/at:ista:17319">10.15479/at:ista:17319</a>'
  apa: 'Lukic, K. (2024). <i>Membrane proteins in plant physiology and bioenergetics :
    Investigating auxin efflux transporter PIN8 and ATP synthase inhibition by the
    novel inhibitor Yaku’amide B</i>. Institute of Science and Technology Austria.
    <a href="https://doi.org/10.15479/at:ista:17319">https://doi.org/10.15479/at:ista:17319</a>'
  chicago: 'Lukic, Kristina. “Membrane Proteins in Plant Physiology and Bioenergetics :
    Investigating Auxin Efflux Transporter PIN8 and ATP Synthase Inhibition by the
    Novel Inhibitor Yaku’amide B.” Institute of Science and Technology Austria, 2024.
    <a href="https://doi.org/10.15479/at:ista:17319">https://doi.org/10.15479/at:ista:17319</a>.'
  ieee: 'K. Lukic, “Membrane proteins in plant physiology and bioenergetics : Investigating
    auxin efflux transporter PIN8 and ATP synthase inhibition by the novel inhibitor
    Yaku’amide B,” Institute of Science and Technology Austria, 2024.'
  ista: 'Lukic K. 2024. Membrane proteins in plant physiology and bioenergetics :
    Investigating auxin efflux transporter PIN8 and ATP synthase inhibition by the
    novel inhibitor Yaku’amide B. Institute of Science and Technology Austria.'
  mla: 'Lukic, Kristina. <i>Membrane Proteins in Plant Physiology and Bioenergetics :
    Investigating Auxin Efflux Transporter PIN8 and ATP Synthase Inhibition by the
    Novel Inhibitor Yaku’amide B</i>. Institute of Science and Technology Austria,
    2024, doi:<a href="https://doi.org/10.15479/at:ista:17319">10.15479/at:ista:17319</a>.'
  short: 'K. Lukic, Membrane Proteins in Plant Physiology and Bioenergetics : Investigating
    Auxin Efflux Transporter PIN8 and ATP Synthase Inhibition by the Novel Inhibitor
    Yaku’amide B, Institute of Science and Technology Austria, 2024.'
corr_author: '1'
date_created: 2024-07-26T09:05:55Z
date_published: 2024-07-26T00:00:00Z
date_updated: 2026-04-07T13:20:44Z
day: '26'
ddc:
- '580'
degree_awarded: PhD
department:
- _id: LeSa
- _id: GradSch
doi: 10.15479/at:ista:17319
file:
- access_level: open_access
  checksum: 95517e697ea6a87e267e649cad560989
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  creator: cchlebak
  date_created: 2024-07-26T13:14:24Z
  date_updated: 2025-01-26T23:30:04Z
  embargo: 2025-01-26
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has_accepted_license: '1'
language:
- iso: eng
month: '07'
oa: 1
oa_version: Published Version
page: '224'
publication_identifier:
  issn:
  - 2663-337X
publication_status: published
publisher: Institute of Science and Technology Austria
status: public
supervisor:
- first_name: Leonid A
  full_name: Sazanov, Leonid A
  id: 338D39FE-F248-11E8-B48F-1D18A9856A87
  last_name: Sazanov
  orcid: 0000-0002-0977-7989
title: 'Membrane proteins in plant physiology and bioenergetics : Investigating auxin
  efflux transporter PIN8 and ATP synthase inhibition by the novel inhibitor Yaku''amide
  B'
type: dissertation
user_id: ba8df636-2132-11f1-aed0-ed93e2281fdd
year: '2024'
...
---
OA_place: publisher
_id: '17346'
abstract:
- lang: eng
  text: "Acquiring, retaining, and retrieving information over a wide range of timescales
    are crucial\r\nfunctions of the brain. The successful processing of memories affects
    many aspects of our\r\nlives and enables us and many other organisms to operate
    in a complex environment and\r\nto interact with it. In this context, the hippocampus
    and functionally connected brain\r\nareas, such as the prefrontal cortex, are
    central and have been subject to intensive research\r\nin the past decades. Storage
    of memories is believed to rely on distributed neural activity\r\nwithin these
    neural circuits. Additionally, neural memory traces of recent experience are\r\nreinstated
    during periods of rest or sleep. These reactivations are thought to play an\r\noutstanding
    role in the consolidation of memories and potentially facilitate the transfer
    of\r\ninformation from the hippocampus to cortical areas for long-term storage
    and integration\r\ninto existing knowledge.\r\nHowever, there is growing evidence
    that memory-related neural representations in the\r\nhippocampus are not as stable
    as initially thought and that they change even in the\r\nabsence of learning.
    It has been suggested that these changes reflect the accumulation of\r\nexperience,
    but the influence of interspersed consolidation periods has not been considered.\r\nPrevious
    studies have analyzed consolidation periods by detecting activity that strongly\r\nresembled
    neural activity during the acquisition of memory. Besides being often limited\r\nto
    only non-rapid eye movement (NREM) sleep, the used approaches were not capable
    of\r\ntracking changes in neural representations over extended temporal periods.
    More fluid\r\nrepresentations do not only challenge our understanding of how information
    is stored, but\r\nthey also affect the transfer of information between brain areas
    during the consolidation\r\nprocess.\r\nFor this thesis, I investigated the evolution
    of memory-related activity during sleep\r\nperiods expected to be involved in
    consolidation in the hippocampus and between the\r\nhippocampus and prefrontal
    cortex. I found that reactivated activity in the hippocampus\r\ngradually transformed
    during prolonged periods of sleep and inactivity. In the beginning,\r\nneural
    activity strongly resembled acquisition activity, whereas, with the progression
    of\r\ntime, it became more similar to the subsequent recall activity. NREM periods
    drove\r\nthis process, while rapid-eye movement (REM) periods showed a resetting
    effect. This\r\nreactivation drift was due to firing rate changes of a subset
    of cells and mirrored the\r\nrepresentational changes from the acquisition to
    the recall. A stable subset of cells\r\nwithstood the drift and maintained their
    activity. Therefore, my results indicate that\r\nmemory-related representations
    undergo spontaneous modifications during consolidation\r\nperiods and that these
    changes are predictive of representational drift.\r\nFurthermore, I found that
    the amount of change in the neural activity during subsequent\r\nsleep periods
    was biased by prior behavioral performance. Observed changes in the\r\nhippocampus
    and the prefrontal cortex were synchronized and increased after poor\r\nperformance,
    highlighting a potential role in the exchange of information. Low-variance\r\nvii\r\nperiods
    with distinct, more stable activity from a subset of cells significantly contributed\r\nto
    the heightened synchrony between both areas. Hence, interleaved phases of more
    stable\r\nneural activity could facilitate the information transfer between brain
    areas.\r\nIn conclusion, my investigations underline the fluidity of memory-related
    representations\r\nand assign a prominent role to sleep reactivation periods in
    their evolution. In addition, I\r\nidentified a potential mechanism of stable
    activity phases that might facilitate the synchronization across hippocampal-prefrontal
    activity despite ongoing changes. Reconciling\r\nand integrating findings from
    both spontaneous and behaviorally-related representational\r\nchanges in functionally
    related brain areas will help to broaden our understanding of how\r\nknowledge
    is stored, maintained, updated, and transferred between brain areas."
alternative_title:
- ISTA Thesis
article_processing_charge: No
author:
- first_name: Lars
  full_name: Bollmann, Lars
  id: 47AD3038-F248-11E8-B48F-1D18A9856A87
  last_name: Bollmann
citation:
  ama: Bollmann L. Stability and change in the memory system during rest. 2024. doi:<a
    href="https://doi.org/10.15479/at:ista:17346">10.15479/at:ista:17346</a>
  apa: Bollmann, L. (2024). <i>Stability and change in the memory system during rest</i>.
    Institute of Science and Technology Austria. <a href="https://doi.org/10.15479/at:ista:17346">https://doi.org/10.15479/at:ista:17346</a>
  chicago: Bollmann, Lars. “Stability and Change in the Memory System during Rest.”
    Institute of Science and Technology Austria, 2024. <a href="https://doi.org/10.15479/at:ista:17346">https://doi.org/10.15479/at:ista:17346</a>.
  ieee: L. Bollmann, “Stability and change in the memory system during rest,” Institute
    of Science and Technology Austria, 2024.
  ista: Bollmann L. 2024. Stability and change in the memory system during rest. Institute
    of Science and Technology Austria.
  mla: Bollmann, Lars. <i>Stability and Change in the Memory System during Rest</i>.
    Institute of Science and Technology Austria, 2024, doi:<a href="https://doi.org/10.15479/at:ista:17346">10.15479/at:ista:17346</a>.
  short: L. Bollmann, Stability and Change in the Memory System during Rest, Institute
    of Science and Technology Austria, 2024.
corr_author: '1'
date_created: 2024-07-29T15:08:42Z
date_published: 2024-07-31T00:00:00Z
date_updated: 2026-04-07T13:21:20Z
day: '31'
ddc:
- '573'
degree_awarded: PhD
department:
- _id: GradSch
- _id: JoCs
doi: 10.15479/at:ista:17346
file:
- access_level: open_access
  checksum: 12c76297cc27449da80c60d79127770d
  content_type: application/pdf
  creator: lbollman
  date_created: 2024-07-31T18:37:19Z
  date_updated: 2025-01-31T23:30:03Z
  embargo: 2025-01-31
  file_id: '17359'
  file_name: PhD_Thesis_Lars_Bollmann.pdf
  file_size: 12920169
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  checksum: 19a0265079dec8038830ad6e35c5106e
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  date_created: 2024-07-31T18:38:39Z
  date_updated: 2025-01-31T23:30:03Z
  embargo_to: open_access
  file_id: '17360'
  file_name: Latex_source.zip
  file_size: 27568807
  relation: source_file
file_date_updated: 2025-01-31T23:30:03Z
has_accepted_license: '1'
keyword:
- Memory
- Hippocampus
- Consolidation
language:
- iso: eng
month: '07'
oa: 1
oa_version: Published Version
page: '103'
publication_identifier:
  issn:
  - 2663-337X
publication_status: published
publisher: Institute of Science and Technology Austria
status: public
supervisor:
- first_name: Jozsef L
  full_name: Csicsvari, Jozsef L
  id: 3FA14672-F248-11E8-B48F-1D18A9856A87
  last_name: Csicsvari
  orcid: 0000-0002-5193-4036
title: Stability and change in the memory system during rest
type: dissertation
user_id: ba8df636-2132-11f1-aed0-ed93e2281fdd
year: '2024'
...
