---
OA_place: publisher
OA_type: hybrid
PlanS_conform: '1'
_id: '19003'
abstract:
- lang: eng
  text: 'Super-resolution methods provide far better spatial resolution than the optical
    diffraction limit of about half the wavelength of light (∼200-300 nm). Nevertheless,
    they have yet to attain widespread use in plants, largely due to plants’ challenging
    optical properties. Expansion microscopy improves effective resolution by isotropically
    increasing the physical distances between sample structures while preserving relative
    spatial arrangements and clearing the sample. However, its application to plants
    has been hindered by the rigid, mechanically cohesive structure of plant tissues.
    Here, we report on whole-mount expansion microscopy of thale cress (Arabidopsis
    thaliana) root tissues (PlantEx), achieving a four-fold resolution increase over
    conventional microscopy. Our results highlight the microtubule cytoskeleton organization
    and interaction between molecularly defined cellular constituents. Combining PlantEx
    with stimulated emission depletion (STED) microscopy, we increase nanoscale resolution
    and visualize the complex organization of subcellular organelles from intact tissues
    by example of the densely packed COPI-coated vesicles associated with the Golgi
    apparatus and put these into a cellular structural context. Our results show that
    expansion microscopy can be applied to increase effective imaging resolution in
    Arabidopsis root specimens. '
acknowledged_ssus:
- _id: Bio
- _id: LifeSc
- _id: E-Lib
- _id: M-Shop
acknowledgement: "We gratefully acknowledge support by the Scientific Service Units
  at ISTA, including the Imaging and Optics and Lab Support facilities and the mechanical
  workshop and Library. We thank Philipp Velicky for STED microscope alignment.\r\nThis
  project has received funding from the European Research Council under the Horizon
  2020 Framework Programme (grant agreement No 742985, J.F.). It has also received
  funding from the Horizon 2020 Framework Programme under the Marie Skłodowska-Curie
  Grant Agreement No. 665385 (M.G.). S.T. has received funding as an ISTplus Fellow
  from the Horizon 2020 Framework Programme under Marie Skłodowska-Curie grant agreement
  no. 754411 and from EMBO via a Long-Term Fellowship (grant number ALTF 679-2018).
  M.R.T. received funding from the Austrian Academy of Sciences with DOC fellowship
  no. 26137. The project has further received funding from the Austrian Science Fund,
  via grant DK W1232 (M.R.T., N.A.D., and J.G.D). W.J. received a postdoctoral fellowship
  from the Human Frontier Science Program (LT000557/2018). The funders had no role
  in study design, data collection and analysis, decision to publish or preparation
  of the manuscript."
article_number: koaf006
article_processing_charge: Yes (via OA deal)
article_type: original
author:
- first_name: Michelle C
  full_name: Gallei, Michelle C
  id: 35A03822-F248-11E8-B48F-1D18A9856A87
  last_name: Gallei
  orcid: 0000-0003-1286-7368
- first_name: Sven M
  full_name: Truckenbrodt, Sven M
  id: 45812BD4-F248-11E8-B48F-1D18A9856A87
  last_name: Truckenbrodt
- first_name: Caroline
  full_name: Kreuzinger, Caroline
  id: 382077BA-F248-11E8-B48F-1D18A9856A87
  last_name: Kreuzinger
- first_name: Syamala
  full_name: Inumella, Syamala
  id: F8660870-D756-11E9-98C5-34DFE5697425
  last_name: Inumella
  orcid: 0009-0002-5890-120X
- first_name: Vitali
  full_name: Vistunou, Vitali
  id: 7e146587-8972-11ed-ae7b-d7a32ea86a81
  last_name: Vistunou
- first_name: Christoph M
  full_name: Sommer, Christoph M
  id: 4DF26D8C-F248-11E8-B48F-1D18A9856A87
  last_name: Sommer
  orcid: 0000-0003-1216-9105
- first_name: Mojtaba
  full_name: Tavakoli, Mojtaba
  id: 3A0A06F4-F248-11E8-B48F-1D18A9856A87
  last_name: Tavakoli
  orcid: 0000-0002-7667-6854
- first_name: Nathalie
  full_name: Agudelo Duenas, Nathalie
  id: 40E7F008-F248-11E8-B48F-1D18A9856A87
  last_name: Agudelo Duenas
- first_name: Jakob
  full_name: Vorlaufer, Jakob
  id: 937696FA-C996-11E9-8C7C-CF13E6697425
  last_name: Vorlaufer
  orcid: 0009-0000-7590-3501
- first_name: Wiebke
  full_name: Jahr, Wiebke
  id: 425C1CE8-F248-11E8-B48F-1D18A9856A87
  last_name: Jahr
  orcid: 0000-0003-0201-2315
- first_name: Marek
  full_name: Randuch, Marek
  id: 6ac4636d-15b2-11ec-abd3-fb8df79972ae
  last_name: Randuch
- first_name: Alexander J
  full_name: Johnson, Alexander J
  id: 46A62C3A-F248-11E8-B48F-1D18A9856A87
  last_name: Johnson
  orcid: 0000-0002-2739-8843
- first_name: Eva
  full_name: Benková, Eva
  id: 38F4F166-F248-11E8-B48F-1D18A9856A87
  last_name: Benková
  orcid: 0000-0002-8510-9739
- first_name: Jiří
  full_name: Friml, Jiří
  id: 4159519E-F248-11E8-B48F-1D18A9856A87
  last_name: Friml
  orcid: 0000-0002-8302-7596
- first_name: Johann G
  full_name: Danzl, Johann G
  id: 42EFD3B6-F248-11E8-B48F-1D18A9856A87
  last_name: Danzl
  orcid: 0000-0001-8559-3973
citation:
  ama: Gallei MC, Truckenbrodt SM, Kreuzinger C, et al. Super-resolution expansion
    microscopy in plant roots. <i>The Plant Cell</i>. 2025;37(4). doi:<a href="https://doi.org/10.1093/plcell/koaf006">10.1093/plcell/koaf006</a>
  apa: Gallei, M. C., Truckenbrodt, S. M., Kreuzinger, C., Inumella, S., Vistunou,
    V., Sommer, C. M., … Danzl, J. G. (2025). Super-resolution expansion microscopy
    in plant roots. <i>The Plant Cell</i>. Oxford University Press. <a href="https://doi.org/10.1093/plcell/koaf006">https://doi.org/10.1093/plcell/koaf006</a>
  chicago: Gallei, Michelle C, Sven M Truckenbrodt, Caroline Kreuzinger, Syamala Inumella,
    Vitali Vistunou, Christoph M Sommer, Mojtaba Tavakoli, et al. “Super-Resolution
    Expansion Microscopy in Plant Roots.” <i>The Plant Cell</i>. Oxford University
    Press, 2025. <a href="https://doi.org/10.1093/plcell/koaf006">https://doi.org/10.1093/plcell/koaf006</a>.
  ieee: M. C. Gallei <i>et al.</i>, “Super-resolution expansion microscopy in plant
    roots,” <i>The Plant Cell</i>, vol. 37, no. 4. Oxford University Press, 2025.
  ista: Gallei MC, Truckenbrodt SM, Kreuzinger C, Inumella S, Vistunou V, Sommer CM,
    Tavakoli M, Agudelo Duenas N, Vorlaufer J, Jahr W, Randuch M, Johnson AJ, Benková
    E, Friml J, Danzl JG. 2025. Super-resolution expansion microscopy in plant roots.
    The Plant Cell. 37(4), koaf006.
  mla: Gallei, Michelle C., et al. “Super-Resolution Expansion Microscopy in Plant
    Roots.” <i>The Plant Cell</i>, vol. 37, no. 4, koaf006, Oxford University Press,
    2025, doi:<a href="https://doi.org/10.1093/plcell/koaf006">10.1093/plcell/koaf006</a>.
  short: M.C. Gallei, S.M. Truckenbrodt, C. Kreuzinger, S. Inumella, V. Vistunou,
    C.M. Sommer, M. Tavakoli, N. Agudelo Duenas, J. Vorlaufer, W. Jahr, M. Randuch,
    A.J. Johnson, E. Benková, J. Friml, J.G. Danzl, The Plant Cell 37 (2025).
corr_author: '1'
date_created: 2025-02-05T06:52:06Z
date_published: 2025-04-01T00:00:00Z
date_updated: 2026-10-01T11:19:12Z
day: '01'
ddc:
- '580'
department:
- _id: EvBe
- _id: JoDa
- _id: JiFr
doi: 10.1093/plcell/koaf006
ec_funded: 1
external_id:
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  - '001462763100001'
  pmid:
  - '39792900'
file:
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  date_created: 2025-07-31T07:03:43Z
  date_updated: 2025-07-31T07:03:43Z
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  file_name: 2025_PlantCell_Gallei.pdf
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  success: 1
file_date_updated: 2025-07-31T07:03:43Z
fulldoi: https://doi.org/10.1093/plcell/koaf006
has_accepted_license: '1'
intvolume: '        37'
isi: 1
issue: '4'
language:
- iso: eng
license: https://creativecommons.org/licenses/by/4.0/
month: '04'
oa: 1
oa_version: Published Version
pmid: 1
project:
- _id: 261099A6-B435-11E9-9278-68D0E5697425
  call_identifier: H2020
  grant_number: '742985'
  name: Tracing Evolution of Auxin Transport and Polarity in Plants
- _id: 2564DBCA-B435-11E9-9278-68D0E5697425
  call_identifier: H2020
  grant_number: '665385'
  name: International IST Doctoral Program
- _id: 260C2330-B435-11E9-9278-68D0E5697425
  call_identifier: H2020
  grant_number: '754411'
  name: ISTplus - Postdoctoral Fellowships
- _id: 269B5B22-B435-11E9-9278-68D0E5697425
  grant_number: ALTF 679-2018
  name: UltraX - achieving sub-nanometer resolution in light microscopy using iterative
    X10 microscopy in combination with nanobodies and STED
- _id: 6285a163-2b32-11ec-9570-8e204ca2dba5
  grant_number: '26137'
  name: Studying Organelle Structure and Function at Nanoscale Resolution with Expansion
    Microscopy
- _id: 26AA4EF2-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: W1232-B24
  name: Molecular Drug Targets
publication: The Plant Cell
publication_identifier:
  eissn:
  - 1532-298X
  issn:
  - 1040-4651
publication_status: published
publisher: Oxford University Press
quality_controlled: '1'
related_material:
  record:
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    status: public
scopus_import: '1'
status: public
title: Super-resolution expansion microscopy in plant roots
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: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 37
year: '2025'
...
---
APC_amount: 12348 EUR
OA_place: publisher
OA_type: hybrid
_id: '17884'
abstract:
- lang: eng
  text: Human T cell leukemia virus type 1 (HTLV-1) immature particles differ in morphology
    from other retroviruses, suggesting a distinct way of assembly. Here we report
    the results of cryo-electron tomography studies of HTLV-1 virus-like particles
    assembled in vitro, as well as derived from cells. This work shows that HTLV-1
    uses a distinct mechanism of Gag–Gag interactions to form the immature viral lattice.
    Analysis of high-resolution structural information from immature capsid (CA) tubular
    arrays reveals that the primary stabilizing component in HTLV-1 is the N-terminal
    domain of CA. Mutagenesis analysis supports this observation. This distinguishes
    HTLV-1 from other retroviruses, in which the stabilization is provided primarily
    by the C-terminal domain of CA. These results provide structural details of the
    quaternary arrangement of Gag for an immature deltaretrovirus and this helps explain
    why HTLV-1 particles are morphologically distinct.
acknowledged_ssus:
- _id: ScienComp
- _id: LifeSc
- _id: EM-Fac
acknowledgement: This work was funded by the Institute of Science and Technology Austria
  (ISTA) and the Austrian Science Fund (grant P31445 to F.K.M.S.). Access to high-resolution
  cryo-ET data acquisition at European Molecular Biology Laboratory (EMBL) Heidelberg
  was supported through the EMBL cryo-EM platform. We thank V.-V. Hodirnau at ISTA
  and W. Hagen and F. Weis at EMBL Heidelberg for support in cryo-ET data acquisition.
  This research was also supported by the scientific service units of ISTA through
  resources provided by Scientific Computing, the Life Science Facility, and the EM
  Facility. L.M.M. was supported by National Institutes of Health grants R01 GM151775
  and R21 DE032878 and by the University of Minnesota Masonic Cancer Center. D.P.
  was supported by the DOC doctoral fellowship program of the Austrian Academy of
  Sciences. R.A.D was supported by the National Institute of Allergy and Infectious
  Diseases (grant R01AI147890). The funders had no role in study design, data collection
  and analysis, decision to publish or preparation of the manuscript. Specifically,
  we also want to thank A. Schlögl for computational support and J. Hansen and V.
  Vogt for critical comments on the manuscript. We also thank the other members of
  the Schur lab for helpful discussions and experimental advice.
article_processing_charge: Yes (in subscription journal)
article_type: original
author:
- first_name: Martin
  full_name: Obr, Martin
  id: 4741CA5A-F248-11E8-B48F-1D18A9856A87
  last_name: Obr
  orcid: 0000-0003-1756-6564
- first_name: Mathias
  full_name: Percipalle, Mathias
  id: 4986e21c-eb97-11eb-a6c2-a4ef0b629971
  last_name: Percipalle
- first_name: Darya
  full_name: Chernikova, Darya
  id: 7dbaf460-fa9e-11eb-b0ca-bc7c7ff21ad0
  last_name: Chernikova
- first_name: Huixin
  full_name: Yang, Huixin
  last_name: Yang
- first_name: Andreas
  full_name: Thader, Andreas
  id: 3A18A7B8-F248-11E8-B48F-1D18A9856A87
  last_name: Thader
- first_name: Gergely
  full_name: Pinke, Gergely
  id: 4D5303E6-F248-11E8-B48F-1D18A9856A87
  last_name: Pinke
- first_name: Dario J
  full_name: Porley, Dario J
  id: 2FD6EA6C-F248-11E8-B48F-1D18A9856A87
  last_name: Porley
- first_name: Louis M.
  full_name: Mansky, Louis M.
  last_name: Mansky
- first_name: Robert A.
  full_name: Dick, Robert A.
  last_name: Dick
- first_name: Florian KM
  full_name: Schur, Florian KM
  id: 48AD8942-F248-11E8-B48F-1D18A9856A87
  last_name: Schur
  orcid: 0000-0003-4790-8078
citation:
  ama: Obr M, Percipalle M, Chernikova D, et al. Distinct stabilization of the human
    T cell leukemia virus type 1 immature Gag lattice. <i>Nature Structural &#38;
    Molecular Biology</i>. 2025;32:268-276. doi:<a href="https://doi.org/10.1038/s41594-024-01390-8">10.1038/s41594-024-01390-8</a>
  apa: Obr, M., Percipalle, M., Chernikova, D., Yang, H., Thader, A., Pinke, G., …
    Schur, F. K. (2025). Distinct stabilization of the human T cell leukemia virus
    type 1 immature Gag lattice. <i>Nature Structural &#38; Molecular Biology</i>.
    Springer Nature. <a href="https://doi.org/10.1038/s41594-024-01390-8">https://doi.org/10.1038/s41594-024-01390-8</a>
  chicago: Obr, Martin, Mathias Percipalle, Darya Chernikova, Huixin Yang, Andreas
    Thader, Gergely Pinke, Darío Porley Esteves, Louis M. Mansky, Robert A. Dick,
    and Florian KM Schur. “Distinct Stabilization of the Human T Cell Leukemia Virus
    Type 1 Immature Gag Lattice.” <i>Nature Structural &#38; Molecular Biology</i>.
    Springer Nature, 2025. <a href="https://doi.org/10.1038/s41594-024-01390-8">https://doi.org/10.1038/s41594-024-01390-8</a>.
  ieee: M. Obr <i>et al.</i>, “Distinct stabilization of the human T cell leukemia
    virus type 1 immature Gag lattice,” <i>Nature Structural &#38; Molecular Biology</i>,
    vol. 32. Springer Nature, pp. 268–276, 2025.
  ista: Obr M, Percipalle M, Chernikova D, Yang H, Thader A, Pinke G, Porley Esteves
    D, Mansky LM, Dick RA, Schur FK. 2025. Distinct stabilization of the human T cell
    leukemia virus type 1 immature Gag lattice. Nature Structural &#38; Molecular
    Biology. 32, 268–276.
  mla: Obr, Martin, et al. “Distinct Stabilization of the Human T Cell Leukemia Virus
    Type 1 Immature Gag Lattice.” <i>Nature Structural &#38; Molecular Biology</i>,
    vol. 32, Springer Nature, 2025, pp. 268–76, doi:<a href="https://doi.org/10.1038/s41594-024-01390-8">10.1038/s41594-024-01390-8</a>.
  short: M. Obr, M. Percipalle, D. Chernikova, H. Yang, A. Thader, G. Pinke, D. Porley
    Esteves, L.M. Mansky, R.A. Dick, F.K. Schur, Nature Structural &#38; Molecular
    Biology 32 (2025) 268–276.
corr_author: '1'
das_tickbox: '1'
dataavailabilitystatement: The EM density maps and models for the immature HTLV-1
  CA-NTD lattice and representative tomograms were deposited to the EM Data Bank under
  accession codes EMD-17929, EMD-17930, EMD-17931, EMD-17932, EMD-17933, EMD-17934,
  EMD-17935, EMD-17936, EMD-17937, EMD-17938, EMD-17939, EMD-17940, EMD-17941, EMD-17942
  and EMD-17943 and the PDB under accession codes 8PU6, 8PU7, 8PU8, 8PU9, 8PUA, 8PUB,
  8PUC, 8PUD, 8PUE, 8PUF, 8PUG and 8PUH. PDB 1QRJ was used as starting model to derive
  a refined model of the HTLV-1 CA-NTD. The models used to generate Fig. 3 and Extended
  Data Fig. 3 were PDB 5L93 (HIV-1), PDB 5A9E (RSV), PDB 6HWI (M-PMV) and PDB 6HWW
  (MLV). The UniProt codes for the protein sequences used for generating Extended
  Data Fig. 9 were P03345 (GAG_HTL1A), P03346 (GAG_HTLV2), Q0R5R4 (GAG_HTL32), P25058
  (GAG_BLVAU), P04585 (POL_HV1H2), P15832 (GAG_HV2D2), P16087 (GAG_FIVPE), P69732
  (GAG_EIAVY), P03322 (GAG_RSVP), P0C776 (GAG_ALVA), P07567 (GAG_MPMV), P31622 (GAG_JSRV),
  P10258 (GAG_MMTVB), P03355 (POL_MLVMS), P10262 (GAG_FLV) and Q9TTC2 (GAG_KORV).
  Source data are provided with this paper.
date_created: 2024-09-08T10:29:06Z
date_published: 2025-02-01T00:00:00Z
date_updated: 2026-10-01T11:23:34Z
day: '01'
ddc:
- '570'
department:
- _id: FlSc
- _id: LeSa
doi: 10.1038/s41594-024-01390-8
external_id:
  isi:
  - '001306564000001'
  oaworkid:
  - W4402316284
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  - '39242978'
file:
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  content_type: application/pdf
  creator: dernst
  date_created: 2025-04-23T07:02:33Z
  date_updated: 2025-04-23T07:02:33Z
  file_id: '19608'
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  file_size: 13724041
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  success: 1
file_date_updated: 2025-04-23T07:02:33Z
fulldoi: https://doi.org/10.1038/s41594-024-01390-8
has_accepted_license: '1'
intvolume: '        32'
isi: 1
language:
- iso: eng
month: '02'
oa: 1
oa_version: Published Version
oaworkid: 1
page: 268-276
pmid: 1
project:
- _id: 26736D6A-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: P31445
  name: Structural conservation and diversity in retroviral capsid
- _id: 9B9C98E0-BA93-11EA-9121-9846C619BF3A
  grant_number: '25762'
  name: Structural characterization of spumavirus capsid assemblies to understand
    conserved Ortervirales assembly mechanisms
publication: Nature Structural & Molecular Biology
publication_identifier:
  eissn:
  - 1545-9985
  issn:
  - 1545-9993
publication_status: published
publisher: Springer Nature
quality_controlled: '1'
researchdata_availability: yes
scopus_import: '1'
status: public
supplementarymaterial: yes
title: Distinct stabilization of the human T cell leukemia virus type 1 immature Gag
  lattice
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: journal_article
user_id: 317138e5-6ab7-11ef-aa6d-ffef3953e345
volume: 32
year: '2025'
...
---
OA_place: publisher
OA_type: gold
_id: '19010'
abstract:
- lang: eng
  text: Causal representation learning aims at recovering latent causal variables
    from high-dimensional observations to solve causal downstream tasks, such as predicting
    the effect of new interventions or more robust classification. A plethora of methods
    have been developed, each tackling carefully crafted problem settings that lead
    to different types of identifiability. The folklore is that these different settings
    are important, as they are often linked to different rungs of Pearl's causal hierarchy,
    although not all neatly fit. Our main contribution is to show that many existing
    causal representation learning approaches methodologically align the representation
    to known data symmetries. Identification of the variables is guided by equivalence
    classes across different "data pockets" that are not necessarily causal. This
    result suggests important implications, allowing us to unify many existing approaches
    in a single method that can mix and match different assumptions, including non-causal
    ones, based on the invariances relevant to our application. It also significantly
    benefits applicability, which we demonstrate by improving treatment effect estimation
    on real-world high-dimensional ecological data. Overall, this paper clarifies
    the role of causality assumptions in the discovery of causal variables and shifts
    the focus to preserving data symmetries.
acknowledgement: "We thank Jiaqi Zhang, Francesco Montagna, David Lopez-Paz, Kartik
  Ahuja, Thomas Kipf, Sara\r\nMagliacane, Julius von Kügelgen, Kun Zhang, and Bernhard
  Schölkopf for extremely helpful discussion. Riccardo Cadei was supported by a Google
  Research Scholar Award to Francesco Locatello. We acknowledge the Third Bellairs
  Workshop on Causal Representation Learning held at the Bellairs Research Institute,
  February 9/16, 2024, and a debate on the difference between interventions and counterfactuals
  in disentanglement and CRL that took place during Dhanya Sridhar’s lecture, which
  motivated us to significantly broaden the scope of the paper. We thank Dhanya and
  all participants of the workshop."
article_processing_charge: No
arxiv: 1
author:
- first_name: Dingling
  full_name: Yao, Dingling
  id: d3e02e50-48a8-11ee-8f62-c108061797fa
  last_name: Yao
- first_name: Dario
  full_name: Rancati, Dario
  id: feb58f2e-72ef-11ef-b75a-8f0894539cd0
  last_name: Rancati
- first_name: Riccardo
  full_name: Cadei, Riccardo
  id: 0fa8b76f-72f0-11ef-b75a-a5da96e5ad6b
  last_name: Cadei
- first_name: Marco
  full_name: Fumero, Marco
  id: 1c1593eb-393f-11ef-bb8e-ab4f1e979650
  last_name: Fumero
- first_name: Francesco
  full_name: Locatello, Francesco
  id: 26cfd52f-2483-11ee-8040-88983bcc06d4
  last_name: Locatello
  orcid: 0000-0002-4850-0683
citation:
  ama: 'Yao D, Rancati D, Cadei R, Fumero M, Locatello F. Unifying causal representation
    learning with the invariance principle. In: <i>13th International Conference on
    Learning Representations</i>. ICLR; 2025.'
  apa: 'Yao, D., Rancati, D., Cadei, R., Fumero, M., &#38; Locatello, F. (2025). Unifying
    causal representation learning with the invariance principle. In <i>13th International
    Conference on Learning Representations</i>. Singapore: ICLR.'
  chicago: Yao, Dingling, Dario Rancati, Riccardo Cadei, Marco Fumero, and Francesco
    Locatello. “Unifying Causal Representation Learning with the Invariance Principle.”
    In <i>13th International Conference on Learning Representations</i>. ICLR, 2025.
  ieee: D. Yao, D. Rancati, R. Cadei, M. Fumero, and F. Locatello, “Unifying causal
    representation learning with the invariance principle,” in <i>13th International
    Conference on Learning Representations</i>, Singapore, 2025.
  ista: 'Yao D, Rancati D, Cadei R, Fumero M, Locatello F. 2025. Unifying causal representation
    learning with the invariance principle. 13th International Conference on Learning
    Representations. ICLR: International Conference on Learning Representations.'
  mla: Yao, Dingling, et al. “Unifying Causal Representation Learning with the Invariance
    Principle.” <i>13th International Conference on Learning Representations</i>,
    ICLR, 2025.
  short: D. Yao, D. Rancati, R. Cadei, M. Fumero, F. Locatello, in:, 13th International
    Conference on Learning Representations, ICLR, 2025.
conference:
  end_date: 2025-04-28
  location: Singapore
  name: 'ICLR: International Conference on Learning Representations'
  start_date: 2025-04-24
corr_author: '1'
das_tickbox: '0'
date_created: 2025-02-05T09:23:25Z
date_published: 2025-01-22T00:00:00Z
date_updated: 2026-10-02T08:49:53Z
day: '22'
ddc:
- '000'
department:
- _id: FrLo
external_id:
  arxiv:
  - '2409.02772'
file:
- access_level: open_access
  checksum: c4b5a4a644228c6d1b0283e1368bce9e
  content_type: application/pdf
  creator: flocatel
  date_created: 2026-01-27T12:43:25Z
  date_updated: 2026-01-27T12:43:25Z
  file_id: '21048'
  file_name: 4356_Unifying_Causal_Represent (1).pdf
  file_size: 877014
  relation: main_file
  success: 1
file_date_updated: 2026-01-27T12:43:25Z
has_accepted_license: '1'
language:
- iso: eng
month: '01'
oa: 1
oa_version: Published Version
publication: 13th International Conference on Learning Representations
publication_status: published
publisher: ICLR
quality_controlled: '1'
researchdata_availability: no
scopus_import: '1'
status: public
supplementarymaterial: no
title: Unifying causal representation learning with the invariance principle
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: conference
user_id: 317138e5-6ab7-11ef-aa6d-ffef3953e345
year: '2025'
...
---
OA_place: publisher
OA_type: hybrid
PlanS_conform: '1'
_id: '19704'
abstract:
- lang: eng
  text: The information-processing capability of the brain’s cellular network depends
    on the physical wiring pattern between neurons and their molecular and functional
    characteristics. Mapping neurons and resolving their individual synaptic connections
    can be achieved by volumetric imaging at nanoscale resolution1,2 with dense cellular
    labelling. Light microscopy is uniquely positioned to visualize specific molecules,
    but dense, synapse-level circuit reconstruction by light microscopy has been out
    of reach, owing to limitations in resolution, contrast and volumetric imaging
    capability. Here we describe light-microscopy-based connectomics (LICONN). We
    integrated specifically engineered hydrogel embedding and expansion with comprehensive
    deep-learning-based segmentation and analysis of connectivity, thereby directly
    incorporating molecular information into synapse-level reconstructions of brain
    tissue. LICONN will allow synapse-level phenotyping of brain tissue in biological
    experiments in a readily adoptable manner.
acknowledged_ssus:
- _id: Bio
- _id: LifeSc
- _id: ScienComp
- _id: PreCl
- _id: M-Shop
- _id: E-Lib
acknowledgement: 'We thank S. Dorkenwald and P. Li for critical reading of the manuscript,
  S. Loomba for discussions and E. Miguel for support with data handling. We acknowledge
  support from ISTA’s scientific service units: Imaging and Optics, Lab Support, Scientific
  Computing, the preclinical facility, the Miba Machine Shop and the library. We acknowledge
  funding from the following sources: Austrian Science Fund (FWF) grant DK W1232 (J.G.D.
  and M.R.T.); Austrian Academy of Sciences DOC fellowship 26137 (M.R.T.); Gesellschaft
  für Forschungsförderung NÖ (NFB) grant LSC18-022 (J.G.D.); the European Union’s
  Horizon 2020 research and innovation programme and Marie Skłodowska-Curie Actions
  Fellowship 665385 (J.L.); and the European Union’s Horizon 2020 research and innovation
  programme and European Research Council (ERC) grant 101044865 ‘SecretAutism’ (G.N.).Open
  access funding provided by Institute of Science and Technology (IST Austria).'
article_processing_charge: Yes (via OA deal)
article_type: original
author:
- first_name: Mojtaba
  full_name: Tavakoli, Mojtaba
  id: 3A0A06F4-F248-11E8-B48F-1D18A9856A87
  last_name: Tavakoli
  orcid: 0000-0002-7667-6854
- first_name: Julia
  full_name: Lyudchik, Julia
  id: 46E28B80-F248-11E8-B48F-1D18A9856A87
  last_name: Lyudchik
- first_name: Michał
  full_name: Januszewski, Michał
  last_name: Januszewski
- first_name: Vitali
  full_name: Vistunou, Vitali
  id: 7e146587-8972-11ed-ae7b-d7a32ea86a81
  last_name: Vistunou
- first_name: Nathalie
  full_name: Agudelo Duenas, Nathalie
  id: 40E7F008-F248-11E8-B48F-1D18A9856A87
  last_name: Agudelo Duenas
- first_name: Jakob
  full_name: Vorlaufer, Jakob
  id: 937696FA-C996-11E9-8C7C-CF13E6697425
  last_name: Vorlaufer
  orcid: 0009-0000-7590-3501
- first_name: Christoph M
  full_name: Sommer, Christoph M
  id: 4DF26D8C-F248-11E8-B48F-1D18A9856A87
  last_name: Sommer
  orcid: 0000-0003-1216-9105
- first_name: Caroline
  full_name: Kreuzinger, Caroline
  id: 382077BA-F248-11E8-B48F-1D18A9856A87
  last_name: Kreuzinger
- first_name: Bárbara
  full_name: Oliveira, Bárbara
  id: 3B03AA1A-F248-11E8-B48F-1D18A9856A87
  last_name: Oliveira
- first_name: Alban
  full_name: Cenameri, Alban
  id: 9ac8f577-2357-11eb-997a-e566c5550886
  last_name: Cenameri
- first_name: Gaia
  full_name: Novarino, Gaia
  id: 3E57A680-F248-11E8-B48F-1D18A9856A87
  last_name: Novarino
  orcid: 0000-0002-7673-7178
- first_name: Viren
  full_name: Jain, Viren
  last_name: Jain
- first_name: Johann G
  full_name: Danzl, Johann G
  id: 42EFD3B6-F248-11E8-B48F-1D18A9856A87
  last_name: Danzl
  orcid: 0000-0001-8559-3973
citation:
  ama: Tavakoli M, Lyudchik J, Januszewski M, et al. Light-microscopy-based connectomic
    reconstruction of mammalian brain tissue. <i>Nature</i>. 2025;642:398-410. doi:<a
    href="https://doi.org/10.1038/s41586-025-08985-1">10.1038/s41586-025-08985-1</a>
  apa: Tavakoli, M., Lyudchik, J., Januszewski, M., Vistunou, V., Agudelo Duenas,
    N., Vorlaufer, J., … Danzl, J. G. (2025). Light-microscopy-based connectomic reconstruction
    of mammalian brain tissue. <i>Nature</i>. Springer Nature. <a href="https://doi.org/10.1038/s41586-025-08985-1">https://doi.org/10.1038/s41586-025-08985-1</a>
  chicago: Tavakoli, Mojtaba, Julia Lyudchik, Michał Januszewski, Vitali Vistunou,
    Nathalie Agudelo Duenas, Jakob Vorlaufer, Christoph M Sommer, et al. “Light-Microscopy-Based
    Connectomic Reconstruction of Mammalian Brain Tissue.” <i>Nature</i>. Springer
    Nature, 2025. <a href="https://doi.org/10.1038/s41586-025-08985-1">https://doi.org/10.1038/s41586-025-08985-1</a>.
  ieee: M. Tavakoli <i>et al.</i>, “Light-microscopy-based connectomic reconstruction
    of mammalian brain tissue,” <i>Nature</i>, vol. 642. Springer Nature, pp. 398–410,
    2025.
  ista: Tavakoli M, Lyudchik J, Januszewski M, Vistunou V, Agudelo Duenas N, Vorlaufer
    J, Sommer CM, Kreuzinger C, Oliveira B, Cenameri A, Novarino G, Jain V, Danzl
    JG. 2025. Light-microscopy-based connectomic reconstruction of mammalian brain
    tissue. Nature. 642, 398–410.
  mla: Tavakoli, Mojtaba, et al. “Light-Microscopy-Based Connectomic Reconstruction
    of Mammalian Brain Tissue.” <i>Nature</i>, vol. 642, Springer Nature, 2025, pp.
    398–410, doi:<a href="https://doi.org/10.1038/s41586-025-08985-1">10.1038/s41586-025-08985-1</a>.
  short: M. Tavakoli, J. Lyudchik, M. Januszewski, V. Vistunou, N. Agudelo Duenas,
    J. Vorlaufer, C.M. Sommer, C. Kreuzinger, B. Oliveira, A. Cenameri, G. Novarino,
    V. Jain, J.G. Danzl, Nature 642 (2025) 398–410.
corr_author: '1'
date_created: 2025-05-18T22:02:51Z
date_published: 2025-06-12T00:00:00Z
date_updated: 2026-10-02T09:59:44Z
day: '12'
ddc:
- '570'
department:
- _id: JoDa
- _id: GradSch
- _id: Bio
- _id: GaNo
doi: 10.1038/s41586-025-08985-1
ec_funded: 1
external_id:
  isi:
  - '001483477000001'
  pmid:
  - '40335689'
file:
- access_level: open_access
  checksum: ebc99d7108e728f46db0a009292675ef
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  date_updated: 2025-07-03T06:55:20Z
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  relation: main_file
  success: 1
file_date_updated: 2025-07-03T06:55:20Z
fulldoi: https://doi.org/10.1038/s41586-025-08985-1
has_accepted_license: '1'
intvolume: '       642'
isi: 1
language:
- iso: eng
month: '06'
oa: 1
oa_version: Published Version
page: 398-410
pmid: 1
project:
- _id: 6285a163-2b32-11ec-9570-8e204ca2dba5
  grant_number: '26137'
  name: Studying Organelle Structure and Function at Nanoscale Resolution with Expansion
    Microscopy
- _id: 2564DBCA-B435-11E9-9278-68D0E5697425
  call_identifier: H2020
  grant_number: '665385'
  name: International IST Doctoral Program
- _id: 34ba8964-11ca-11ed-8bc3-e15864e7e9a6
  grant_number: '101044865'
  name: Toward an understanding of the brain interstitial system and the extracellular
    proteome in health and autism spectrum disorders
- _id: 26AA4EF2-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: W1232-B24
  name: Molecular Drug Targets
publication: Nature
publication_identifier:
  eissn:
  - 1476-4687
  issn:
  - 0028-0836
publication_status: published
publisher: Springer Nature
quality_controlled: '1'
related_material:
  link:
  - description: News on ISTA website
    relation: press_release
    url: https://ista.ac.at/en/news/piecing-together-the-brain-puzzle/
  record:
  - id: '18697'
    relation: research_data
    status: public
  - id: '18677'
    relation: earlier_version
    status: public
scopus_import: '1'
status: public
title: Light-microscopy-based connectomic reconstruction of mammalian brain tissue
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: journal_article
user_id: ba8df636-2132-11f1-aed0-ed93e2281fdd
volume: 642
year: '2025'
...
---
OA_place: publisher
_id: '20811'
abstract:
- lang: eng
  text: "\tThis thesis is organized into two parts, each comprising two chapters:
    Chapter 1 and 2 offer models for the evolution of vaccine resistance in response
    to diverse vaccination strategies. Chapter 3 and 4 review the statistics of records,
    their connection to models of innovation and an application to the cultural evolution
    of sports.\r\n\tIn chapter 1 we present a modelling study from 2021 on the evolution
    of SARS-CoV-2. At that time the vaccine-resistant Omicron variant had not yet
    evolved. In our model we consider a population that is becoming vaccinated over
    time, while a pathogen is spreading in the population and eventually becoming
    resistant to the vaccine. We explore effective pharmaceutical and non-pharmaceutical
    interventions to prevent the emergence of vaccine resistance. \r\n\tIn chapter
    2 we model a particular set of complex vaccination strategies, mosaic and pyramid
    vaccination, where an immunologically diverse portfolio of vaccines is considered.
    We find that a bet-hatching strategy, in which vaccine types are distributed in
    the population, is effective at hindering the evolution of vaccine resistance
    if mutation rates are high. \r\n\tIn chapter 3 we switch gears and present a review
    on the statistics of records. We highlight similarities and analogies to other
    models in the fields of statistical physics, evolution and innovation. This offers
    interesting complimentary perspectives on well-known models. \r\n\tIn chapter
    4 we apply models of record statistics and innovation to study cultural evolution
    in sport. We propose a model of sport evolution that combines deterministic improvements
    in performance and stochastic bursts of improvements due to innovation. "
alternative_title:
- ISTA Thesis
article_processing_charge: No
author:
- first_name: Simon
  full_name: Rella, Simon
  id: B4765ACA-AA38-11E9-AC9A-0930E6697425
  last_name: Rella
citation:
  ama: 'Rella S. Adaptive processes in biology and culture: Models of evolving vaccine
    resistance and the record statistics of innovation. 2025. doi:<a href="https://doi.org/10.15479/AT-ISTA-20811">10.15479/AT-ISTA-20811</a>'
  apa: 'Rella, S. (2025). <i>Adaptive processes in biology and culture: Models of
    evolving vaccine resistance and the record statistics of innovation</i>. Institute
    of Science and Technology Austria. <a href="https://doi.org/10.15479/AT-ISTA-20811">https://doi.org/10.15479/AT-ISTA-20811</a>'
  chicago: 'Rella, Simon. “Adaptive Processes in Biology and Culture: Models of Evolving
    Vaccine Resistance and the Record Statistics of Innovation.” Institute of Science
    and Technology Austria, 2025. <a href="https://doi.org/10.15479/AT-ISTA-20811">https://doi.org/10.15479/AT-ISTA-20811</a>.'
  ieee: 'S. Rella, “Adaptive processes in biology and culture: Models of evolving
    vaccine resistance and the record statistics of innovation,” Institute of Science
    and Technology Austria, 2025.'
  ista: 'Rella S. 2025. Adaptive processes in biology and culture: Models of evolving
    vaccine resistance and the record statistics of innovation. Institute of Science
    and Technology Austria.'
  mla: 'Rella, Simon. <i>Adaptive Processes in Biology and Culture: Models of Evolving
    Vaccine Resistance and the Record Statistics of Innovation</i>. Institute of Science
    and Technology Austria, 2025, doi:<a href="https://doi.org/10.15479/AT-ISTA-20811">10.15479/AT-ISTA-20811</a>.'
  short: 'S. Rella, Adaptive Processes in Biology and Culture: Models of Evolving
    Vaccine Resistance and the Record Statistics of Innovation, Institute of Science
    and Technology Austria, 2025.'
corr_author: '1'
date_created: 2025-12-12T14:39:56Z
date_published: 2025-12-15T00:00:00Z
date_updated: 2026-10-02T10:12:19Z
day: '15'
ddc:
- '616'
- '576'
- '614'
- '519'
degree_awarded: PhD
department:
- _id: GradSch
- _id: GaTk
- _id: FyKo
doi: 10.15479/AT-ISTA-20811
doi_confirm: '1'
file:
- access_level: open_access
  checksum: a0bd7a585720e60df284101b8afdf6bb
  content_type: application/pdf
  creator: srella
  date_created: 2025-12-16T21:49:52Z
  date_updated: 2025-12-16T21:49:52Z
  file_id: '20831'
  file_name: 2025_Rella_Simon_Thesis.pdf
  file_size: 29019662
  relation: main_file
  success: 1
- access_level: open_access
  checksum: b8b3a90932ae1d96d307838710f46e32
  content_type: application/zip
  creator: srella
  date_created: 2025-12-16T21:52:19Z
  date_updated: 2025-12-16T21:52:19Z
  file_id: '20832'
  file_name: 2025_Rella_Simon_Thesis_Sourcefiles.zip
  file_size: 42094025
  relation: source_file
file_date_updated: 2025-12-16T21:52:19Z
fulldoi: https://doi.org/10.15479/AT-ISTA-20811
has_accepted_license: '1'
language:
- iso: eng
license: https://creativecommons.org/licenses/by-nc-nd/4.0/
month: '12'
oa: 1
oa_version: Published Version
page: '95'
publication_identifier:
  issn:
  - 2663-337X
publication_status: published
publisher: Institute of Science and Technology Austria
related_material:
  record:
  - id: '9905'
    relation: part_of_dissertation
    status: public
  - id: '18307'
    relation: part_of_dissertation
    status: public
status: public
supervisor:
- first_name: Gašper
  full_name: Tkačik, Gašper
  id: 3D494DCA-F248-11E8-B48F-1D18A9856A87
  last_name: Tkačik
  orcid: 0000-0002-6699-1455
- first_name: Fyodor
  full_name: Kondrashov, Fyodor
  id: 44FDEF62-F248-11E8-B48F-1D18A9856A87
  last_name: Kondrashov
  orcid: 0000-0001-8243-4694
title: 'Adaptive processes in biology and culture: Models of evolving vaccine resistance
  and the record statistics of innovation'
tmp:
  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: 8b945eb4-e2f2-11eb-945a-df72226e66a9
year: '2025'
...
---
APC_amount: 7068 EUR
DOAJ_listed: '1'
OA_place: publisher
OA_type: gold
_id: '19401'
abstract:
- lang: eng
  text: High kinetic inductance superconductors are gaining increasing interest for
    the realisation of qubits, amplifiers and detectors. Moreover, thanks to their
    high impedance, quantum buses made of such materials enable large zero-point fluctuations
    of the voltage, boosting the coupling rates to spin and charge qubits. However,
    fully exploiting the potential of disordered or granular superconductors is challenging,
    as their inductance and, therefore, impedance at high values are difficult to
    control. Here, we report a reproducible fabrication of granular aluminium resonators
    by developing a wireless ohmmeter, which allows in situ measurements during film
    deposition and, therefore, control of the kinetic inductance of granular aluminium
    films. Reproducible fabrication of circuits with impedances (inductances) exceeding
    13 kΩ (1 nH per square) is now possible. By integrating a 7.9 kΩ resonator with
    a germanium double quantum dot, we demonstrate strong charge-photon coupling with
    a rate of gc/2π = 566 ± 2 MHz. This broadly applicable method opens the path for
    novel qubits and high-fidelity, long-distance two-qubit gates.
acknowledged_ssus:
- _id: M-Shop
- _id: NanoFab
acknowledgement: 'We acknowledge Franco De Palma, Mahya Khorramshahi, Fabian Oppliger,
  Thomas Reisinger, Pasquale Scarlino and Xiao Xue for helpful discussions. We thank
  Simon Robson for proofreading the manuscript. This research was supported by the
  Scientific Service Units of ISTA through resources provided by the MIBA Machine
  Shop and the Nanofabrication facility. This research and related results were made
  possible with the support of the NOMIS Foundation and the HORIZON-RIA 101069515
  project. This research was funded in whole or in part by the Austrian Science Fund
  (FWF) https://doi.org/10.55776/P32235, https://doi.org/10.55776/I5060 and https://doi.org/10.55776/P36507.
  For Open Access purposes, the author has applied a CC BY public copyright license
  to any author accepted manuscript version arising from this submission. M.J. acknowledges
  funding from FellowQUTE 2024-01. K.R. acknowledges funding from the European Union’s
  Horizon 2020 research and innovation program under the Marie Skłodowska-Curie Grant
  Agreement No. 101034413. I.M.P. acknowledges funding from the Deutsche Forschungsgemeinschaft
  (DFG - German Research Foundation) under project number 450396347 (GeHoldeQED).
  ICN2 acknowledges funding from Generalitat de Catalunya 2021SGR00457. We acknowledge
  support from CSIC Interdisciplinary Thematic Platform (PTI+) on Quantum Technologies
  (PTI-QTEP+). This research work has been funded by the European Commission - NextGenerationEU
  (Regulation EU 2020/2094), through CSIC’s Quantum Technologies Platform (QTEP).
  ICN2 is supported by the Severo Ochoa programme from Spanish MCIN/AEI (Grant No.:
  CEX2021-001214-S) and is funded by the CERCA Programme/Generalitat de Catalunya.
  Part of the present work has been performed in the framework of Universitat Autònoma
  de Barcelona Materials Science PhD programme. AGM has received funding from Grant
  RYC2021-033479-I funded by MCIN/AEI/10.13039/501100011033 and by European Union
  NextGenerationEU/PRTR. M.B. acknowledges support from SUR Generalitat de Catalunya
  and the EU Social Fund; project ref. 2020 FI 00103. The authors acknowledge the
  use of instrumentation and the technical advice provided by the Joint Electron Microscopy
  Centre at ALBA (JEMCA). ICN2 acknowledges funding from Grant IU16-014206 (METCAM-FIB)
  funded by the European Union through the European Regional Development Fund (ERDF),
  with the support of the Ministry of Research and Universities, Generalitat de Catalunya.
  ICN2 is a founding member of e-DREAM60.'
article_number: '2103'
article_processing_charge: Yes
article_type: original
arxiv: 1
author:
- first_name: Marian
  full_name: Janik, Marian
  id: 396A1950-F248-11E8-B48F-1D18A9856A87
  last_name: Janik
  orcid: 0009-0003-9037-8831
- first_name: Kevin Etienne Robert
  full_name: Roux, Kevin Etienne Robert
  id: 53f93ea2-803f-11ed-ab7e-b283135794ef
  last_name: Roux
- first_name: Carla N
  full_name: Borja Espinosa, Carla N
  id: 18777c01-896a-11ed-bdf8-e4851dc07d16
  last_name: Borja Espinosa
- first_name: Oliver
  full_name: Sagi, Oliver
  id: 71616374-A8E9-11E9-A7CA-09ECE5697425
  last_name: Sagi
- first_name: Abdulhamid
  full_name: Baghdadi, Abdulhamid
  id: 160D87FA-96B5-11E9-BF77-7626E6697425
  last_name: Baghdadi
- first_name: Thomas
  full_name: Adletzberger, Thomas
  id: 38756BB2-F248-11E8-B48F-1D18A9856A87
  last_name: Adletzberger
- first_name: Stefano
  full_name: Calcaterra, Stefano
  last_name: Calcaterra
- first_name: Marc
  full_name: Botifoll, Marc
  last_name: Botifoll
- first_name: Alba
  full_name: Garzón Manjón, Alba
  last_name: Garzón Manjón
- first_name: Jordi
  full_name: Arbiol, Jordi
  last_name: Arbiol
- first_name: Daniel
  full_name: Chrastina, Daniel
  last_name: Chrastina
- first_name: Giovanni
  full_name: Isella, Giovanni
  last_name: Isella
- first_name: Ioan M.
  full_name: Pop, Ioan M.
  last_name: Pop
- first_name: Georgios
  full_name: Katsaros, Georgios
  id: 38DB5788-F248-11E8-B48F-1D18A9856A87
  last_name: Katsaros
  orcid: 0000-0001-8342-202X
citation:
  ama: Janik M, Roux KER, Borja Espinosa CN, et al. Strong charge-photon coupling
    in planar germanium enabled by granular aluminium superinductors. <i>Nature Communications</i>.
    2025;16. doi:<a href="https://doi.org/10.1038/s41467-025-57252-4">10.1038/s41467-025-57252-4</a>
  apa: Janik, M., Roux, K. E. R., Borja Espinosa, C. N., Sagi, O., Baghdadi, A., Adletzberger,
    T., … Katsaros, G. (2025). Strong charge-photon coupling in planar germanium enabled
    by granular aluminium superinductors. <i>Nature Communications</i>. Springer Nature.
    <a href="https://doi.org/10.1038/s41467-025-57252-4">https://doi.org/10.1038/s41467-025-57252-4</a>
  chicago: Janik, Marian, Kevin Etienne Robert Roux, Carla N Borja Espinosa, Oliver
    Sagi, Abdulhamid Baghdadi, Thomas Adletzberger, Stefano Calcaterra, et al. “Strong
    Charge-Photon Coupling in Planar Germanium Enabled by Granular Aluminium Superinductors.”
    <i>Nature Communications</i>. Springer Nature, 2025. <a href="https://doi.org/10.1038/s41467-025-57252-4">https://doi.org/10.1038/s41467-025-57252-4</a>.
  ieee: M. Janik <i>et al.</i>, “Strong charge-photon coupling in planar germanium
    enabled by granular aluminium superinductors,” <i>Nature Communications</i>, vol.
    16. Springer Nature, 2025.
  ista: Janik M, Roux KER, Borja Espinosa CN, Sagi O, Baghdadi A, Adletzberger T,
    Calcaterra S, Botifoll M, Garzón Manjón A, Arbiol J, Chrastina D, Isella G, Pop
    IM, Katsaros G. 2025. Strong charge-photon coupling in planar germanium enabled
    by granular aluminium superinductors. Nature Communications. 16, 2103.
  mla: Janik, Marian, et al. “Strong Charge-Photon Coupling in Planar Germanium Enabled
    by Granular Aluminium Superinductors.” <i>Nature Communications</i>, vol. 16,
    2103, Springer Nature, 2025, doi:<a href="https://doi.org/10.1038/s41467-025-57252-4">10.1038/s41467-025-57252-4</a>.
  short: M. Janik, K.E.R. Roux, C.N. Borja Espinosa, O. Sagi, A. Baghdadi, T. Adletzberger,
    S. Calcaterra, M. Botifoll, A. Garzón Manjón, J. Arbiol, D. Chrastina, G. Isella,
    I.M. Pop, G. Katsaros, Nature Communications 16 (2025).
corr_author: '1'
date_created: 2025-03-16T23:01:23Z
date_published: 2025-03-01T00:00:00Z
date_updated: 2026-10-02T11:05:09Z
day: '01'
ddc:
- '530'
department:
- _id: GeKa
- _id: JoFi
- _id: M-Shop
doi: 10.1038/s41467-025-57252-4
ec_funded: 1
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title: Strong charge-photon coupling in planar germanium enabled by granular aluminium
  superinductors
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  text: Research Data for publication 'Strong charge-photon coupling in planar germanium
    enabled by granular aluminium superinductors'
acknowledged_ssus:
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- _id: NanoFab
acknowledgement: 'We acknowledge Franco De Palma, Mahya Khorramshahi, Fabian Oppliger,
  Thomas Reisinger, Pasquale Scarlino and Xiao Xue for helpful discussions. We thank
  Simon Robson for proofreading the manuscript. This research was supported by the
  Scientific Service Units of ISTA through resources provided by the MIBA Machine
  Shop and the Nanofabrication facility. This research and related results were made
  possible with the support of the NOMIS Foundation and the HORIZON-RIA 101069515
  project. This research was funded in whole or in part by the Austrian Science Fund
  (FWF) DOI:10.55776/P32235, DOI:10.55776/I5060 and DOI:10.55776/P36507. For Open
  Access purposes, the author has applied a CC BY public copyright license to any
  author accepted manuscript version arising from this submission. M.J. acknowledges
  funding from FellowQUTE 2024-01. I.M.P. acknowledges funding from the Deutsche Forschungsgemeinschaft
  (DFG – German Research Foundation) under project number 450396347 (GeHoldeQED).
  ICN2 acknowledges funding from Generalitat de Catalunya 2021SGR00457. We acknowledge
  support from CSIC Interdisciplinary Thematic Platform (PTI+) on Quantum Technologies
  (PTI-QTEP+). This research work has been funded by the European Commission – NextGenerationEU
  (Regulation EU 2020/2094), through CSIC''s Quantum Technologies Platform (QTEP).
  ICN2 is supported by the Severo Ochoa program from Spanish MCIN/AEI (Grant No.:
  CEX2021-001214-S) and is funded by the CERCA Programme/Generalitat de Catalunya.
  Part of the present work has been performed in the framework of Universitat Autònoma
  de Barcelona Materials Science PhD program. AGM has received funding from Grant
  RYC2021-033479-I funded by MCIN/AEI/10.13039/501100011033 and by European Union
  NextGenerationEU/PRTR. M.B. acknowledges support from SUR Generalitat de Catalunya
  and the EU Social Fund; project ref. 2020 FI 00103. The authors acknowledge the
  use of instrumentation and the technical advice provided by the Joint Electron Microscopy
  Center at ALBA (JEMCA). ICN2 acknowledges funding from Grant IU16-014206 (METCAM-FIB)
  funded by the European Union through the European Regional Development Fund (ERDF),
  with the support of the Ministry of Research and Universities, Generalitat de Catalunya.
  ICN2 is a founding member of e-DREAM.'
article_processing_charge: No
author:
- first_name: Marian
  full_name: Janik, Marian
  id: 396A1950-F248-11E8-B48F-1D18A9856A87
  last_name: Janik
  orcid: 0009-0003-9037-8831
citation:
  ama: Janik M. Research data for publication “Strong charge-photon coupling in planar
    germanium enabled by granular aluminium superinductors.” 2025. doi:<a href="https://doi.org/10.15479/AT:ISTA:18886">10.15479/AT:ISTA:18886</a>
  apa: Janik, M. (2025). Research data for publication “Strong charge-photon coupling
    in planar germanium enabled by granular aluminium superinductors.” Institute of
    Science and Technology Austria. <a href="https://doi.org/10.15479/AT:ISTA:18886">https://doi.org/10.15479/AT:ISTA:18886</a>
  chicago: Janik, Marian. “Research Data for Publication ‘Strong Charge-Photon Coupling
    in Planar Germanium Enabled by Granular Aluminium Superinductors.’” Institute
    of Science and Technology Austria, 2025. <a href="https://doi.org/10.15479/AT:ISTA:18886">https://doi.org/10.15479/AT:ISTA:18886</a>.
  ieee: M. Janik, “Research data for publication ‘Strong charge-photon coupling in
    planar germanium enabled by granular aluminium superinductors.’” Institute of
    Science and Technology Austria, 2025.
  ista: Janik M. 2025. Research data for publication ‘Strong charge-photon coupling
    in planar germanium enabled by granular aluminium superinductors’, Institute of
    Science and Technology Austria, <a href="https://doi.org/10.15479/AT:ISTA:18886">10.15479/AT:ISTA:18886</a>.
  mla: Janik, Marian. <i>Research Data for Publication “Strong Charge-Photon Coupling
    in Planar Germanium Enabled by Granular Aluminium Superinductors.”</i> Institute
    of Science and Technology Austria, 2025, doi:<a href="https://doi.org/10.15479/AT:ISTA:18886">10.15479/AT:ISTA:18886</a>.
  short: M. Janik, (2025).
contributor:
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  first_name: Kevin Etienne Robert
  id: 53f93ea2-803f-11ed-ab7e-b283135794ef
  last_name: Roux
- contributor_type: researcher
  first_name: Carla N
  id: 18777c01-896a-11ed-bdf8-e4851dc07d16
  last_name: Borja Espinosa
- contributor_type: researcher
  first_name: Oliver
  id: 71616374-A8E9-11E9-A7CA-09ECE5697425
  last_name: Sagi
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  first_name: Abdulhamid
  id: 160D87FA-96B5-11E9-BF77-7626E6697425
  last_name: Baghdadi
- contributor_type: researcher
  first_name: Thomas
  id: 38756BB2-F248-11E8-B48F-1D18A9856A87
  last_name: Adletzberger
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  last_name: Calcaterra
- contributor_type: researcher
  first_name: Marc
  last_name: Botifoll
- contributor_type: researcher
  first_name: Alba Garzón
  last_name: Manjón
- contributor_type: researcher
  first_name: Jordi
  last_name: Arbiol
- contributor_type: researcher
  first_name: Daniel
  last_name: Chrastina
- contributor_type: researcher
  first_name: Giovanni
  last_name: Isella
- contributor_type: researcher
  first_name: Ioan M.
  last_name: Pop
- contributor_type: researcher
  first_name: Georgios
  id: 38DB5788-F248-11E8-B48F-1D18A9856A87
  last_name: Katsaros
  orcid: 0000-0001-8342-202X
corr_author: '1'
date_created: 2025-01-27T09:48:44Z
date_published: 2025-01-27T00:00:00Z
date_updated: 2026-10-02T11:05:09Z
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abstract:
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  text: "Complex 3D shapes can be created by morphing flat 2D configurations. Such
    deformations\r\neither preserve the intrinsic material geometry (e.g., folding
    paper) or modify it through\r\nlocalized contraction. Once transformed, the 3D
    shape can be further controlled to achieve a\r\ntarget functionality. A key challenge
    is to take the material specifications and the actuation\r\nprocess as input to
    automatically design the target 3D shape and its functionality. This thesis\r\npresents
    two novel computational pipelines for the design and control of shape-morphing\r\nstructures
    used to create functional prototypes.\r\nThe first pipeline borrows from the art
    of origami to fold paper into intricate shapes and\r\napplies this principle to
    make 3D lighting displays. We introduce, PCBend a computational\r\ndesign approach
    that covers a surface with individually addressable RGB LEDs, effectively\r\nforming
    a low-resolution surface by folding rigid printed circuit boards (PCBs). We optimize\r\ncut
    patterns on PCBs to act as hinges and co-design LED placement, circuit routing,
    and\r\nfabrication constraints to produce PCB blueprints. The PCBs are fabricated
    using automated\r\nstandard manufacturing services with LEDs embedded on them.
    Finally, the fabricated PCBs\r\nare cut along the contour and folded onto a 3D-printed
    support. The 3D lighting display is\r\nthen controlled to display complex surface
    light patterns.\r\nCreating 3D shapes through folding is only possible if their
    planar configuration, called ”unfolding” exists without any distortion or overlap.
    Existing methods often permit distortion\r\nor require multiple patches, which
    are unsuitable for fabrication pipelines that rely on folding\r\nnon-stretchable
    materials. We reinforce such fabrication pipelines by providing a geometric\r\nrelaxation
    to the problem, where the input shape is modified to admit overlap-free unfolding.\r\nThe
    second fabrication pipeline extends shape morphing to soft robotics by emulating
    nature’s\r\nblueprint of distributed actuation. Inspired by vertebrates, we build
    musculoskeletal robots\r\nusing modular active actuators, employing Liquid Crystal
    Elastomers (LCEs) as shrinkable\r\nartificial muscles integrated with 3D-printed
    bones. The chemical composition of LCEs is\r\naltered to enable untethered actuation
    through infrared radiation, allowing active control of\r\nindividual muscles and
    their corresponding bones. The combined motion of individual bones\r\ndefines
    the robot’s overall shape and functionality. Our proposed system significantly
    expands\r\nboth the design and control spaces of soft robots, which we harness
    using our computational\r\ndesign tools. We build several physical robots that
    exhibit complex shape morphing and varied\r\nterrain navigation, showcasing the
    versatility of our pipeline.\r\nThis thesis explores applications ranging from
    intricate light patterns displayed on 3D shapes\r\nformed by folding rigid PCBs
    to untethered robots that use contractile muscles to exhibit\r\nshape morphing
    and locomotion. Through these examples, the thesis highlights how computational
    design and distributed actuation, integrated with novel materials, can transform\r\npassive
    structures into functional prototypes."
acknowledgement: "Financial support was provided by the European Research Council
  (ERC) under grant agreement No 715767 - MATERIALIZABLE: Intelligent fabrication-oriented
  Computational Design\r\nand Modeling that I gratefully acknowledge.\r\n"
alternative_title:
- ISTA Thesis
article_processing_charge: No
author:
- first_name: Manas
  full_name: Bhargava, Manas
  id: FF8FA64C-AA6A-11E9-99AD-50D4E5697425
  last_name: Bhargava
  orcid: 0009-0007-6138-6890
citation:
  ama: 'Bhargava M. Design and control of deformable structures: From PCB lighting
    displays to elastomer robots. 2025. doi:<a href="https://doi.org/10.15479/AT-ISTA-20276">10.15479/AT-ISTA-20276</a>'
  apa: 'Bhargava, M. (2025). <i>Design and control of deformable structures: From
    PCB lighting displays to elastomer robots</i>. Institute of Science and Technology
    Austria. <a href="https://doi.org/10.15479/AT-ISTA-20276">https://doi.org/10.15479/AT-ISTA-20276</a>'
  chicago: 'Bhargava, Manas. “Design and Control of Deformable Structures: From PCB
    Lighting Displays to Elastomer Robots.” Institute of Science and Technology Austria,
    2025. <a href="https://doi.org/10.15479/AT-ISTA-20276">https://doi.org/10.15479/AT-ISTA-20276</a>.'
  ieee: 'M. Bhargava, “Design and control of deformable structures: From PCB lighting
    displays to elastomer robots,” Institute of Science and Technology Austria, 2025.'
  ista: 'Bhargava M. 2025. Design and control of deformable structures: From PCB lighting
    displays to elastomer robots. Institute of Science and Technology Austria.'
  mla: 'Bhargava, Manas. <i>Design and Control of Deformable Structures: From PCB
    Lighting Displays to Elastomer Robots</i>. Institute of Science and Technology
    Austria, 2025, doi:<a href="https://doi.org/10.15479/AT-ISTA-20276">10.15479/AT-ISTA-20276</a>.'
  short: 'M. Bhargava, Design and Control of Deformable Structures: From PCB Lighting
    Displays to Elastomer Robots, Institute of Science and Technology Austria, 2025.'
corr_author: '1'
date_created: 2025-09-02T14:48:39Z
date_published: 2025-09-02T00:00:00Z
date_updated: 2026-10-02T11:13:08Z
day: '02'
ddc:
- '000'
degree_awarded: PhD
department:
- _id: GradSch
- _id: BeBi
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has_accepted_license: '1'
language:
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license: https://creativecommons.org/licenses/by-nc/4.0/
month: '09'
oa: 1
oa_version: Published Version
page: '96'
project:
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  call_identifier: H2020
  grant_number: '715767'
  name: 'MATERIALIZABLE: Intelligent fabrication-oriented Computational Design and
    Modeling'
publication_identifier:
  isbn:
  - 978-3-99078-065-7
  issn:
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publication_status: published
publisher: Institute of Science and Technology Austria
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status: public
supervisor:
- first_name: Bernd
  full_name: Bickel, Bernd
  id: 49876194-F248-11E8-B48F-1D18A9856A87
  last_name: Bickel
  orcid: 0000-0001-6511-9385
title: 'Design and control of deformable structures: From PCB lighting displays to
  elastomer robots'
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type: dissertation
user_id: 8b945eb4-e2f2-11eb-945a-df72226e66a9
year: '2025'
...
---
OA_place: publisher
OA_type: hybrid
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abstract:
- lang: eng
  text: 'We present a computational approach for unfolding 3D shapes isometrically
    into the plane as a single patch without overlapping triangles. This is a hard,
    sometimes impossible, problem, which existing methods are forced to soften by
    allowing for map distortions or multiple patches. Instead, we propose a geometric
    relaxation of the problem: We modify the input shape until it admits an overlap‐free
    unfolding. We achieve this by locally displacing vertices and collapsing edges,
    guided by the unfolding process. We validate our algorithm quantitatively and
    qualitatively on a large dataset of complex shapes and show its proficiency by
    fabricating real shapes from paper.'
acknowledgement: Researchers from INRIA received support from the DORNELL Inria Challenge.
  Silvia Sellán acknowledges support from NSERC Vanier Doctoral Scholarship and an
  MIT SoE Postdoctoral Fellowship for Engineering Excellence.
article_number: e15269
article_processing_charge: Yes (via OA deal)
article_type: original
arxiv: 1
author:
- first_name: Manas
  full_name: Bhargava, Manas
  id: FF8FA64C-AA6A-11E9-99AD-50D4E5697425
  last_name: Bhargava
  orcid: 0009-0007-6138-6890
- first_name: Camille
  full_name: Schreck, Camille
  id: 2B14B676-F248-11E8-B48F-1D18A9856A87
  last_name: Schreck
- first_name: M.
  full_name: Freire, M.
  last_name: Freire
- first_name: P. A.
  full_name: Hugron, P. A.
  last_name: Hugron
- first_name: S.
  full_name: Lefebvre, S.
  last_name: Lefebvre
- first_name: S.
  full_name: Sellán, S.
  last_name: Sellán
- first_name: Bernd
  full_name: Bickel, Bernd
  id: 49876194-F248-11E8-B48F-1D18A9856A87
  last_name: Bickel
  orcid: 0000-0001-6511-9385
citation:
  ama: Bhargava M, Schreck C, Freire M, et al. Mesh simplification for unfolding.
    <i>Computer Graphics Forum</i>. 2025;44(1). doi:<a href="https://doi.org/10.1111/cgf.15269">10.1111/cgf.15269</a>
  apa: Bhargava, M., Schreck, C., Freire, M., Hugron, P. A., Lefebvre, S., Sellán,
    S., &#38; Bickel, B. (2025). Mesh simplification for unfolding. <i>Computer Graphics
    Forum</i>. Wiley. <a href="https://doi.org/10.1111/cgf.15269">https://doi.org/10.1111/cgf.15269</a>
  chicago: Bhargava, Manas, Camille Schreck, M. Freire, P. A. Hugron, S. Lefebvre,
    S. Sellán, and Bernd Bickel. “Mesh Simplification for Unfolding.” <i>Computer
    Graphics Forum</i>. Wiley, 2025. <a href="https://doi.org/10.1111/cgf.15269">https://doi.org/10.1111/cgf.15269</a>.
  ieee: M. Bhargava <i>et al.</i>, “Mesh simplification for unfolding,” <i>Computer
    Graphics Forum</i>, vol. 44, no. 1. Wiley, 2025.
  ista: Bhargava M, Schreck C, Freire M, Hugron PA, Lefebvre S, Sellán S, Bickel B.
    2025. Mesh simplification for unfolding. Computer Graphics Forum. 44(1), e15269.
  mla: Bhargava, Manas, et al. “Mesh Simplification for Unfolding.” <i>Computer Graphics
    Forum</i>, vol. 44, no. 1, e15269, Wiley, 2025, doi:<a href="https://doi.org/10.1111/cgf.15269">10.1111/cgf.15269</a>.
  short: M. Bhargava, C. Schreck, M. Freire, P.A. Hugron, S. Lefebvre, S. Sellán,
    B. Bickel, Computer Graphics Forum 44 (2025).
corr_author: '1'
das_tickbox: '0'
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date_published: 2025-02-01T00:00:00Z
date_updated: 2026-10-02T11:13:08Z
day: '01'
ddc:
- '006'
department:
- _id: GradSch
- _id: BeBi
doi: 10.1111/cgf.15269
external_id:
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keyword:
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- single patch unfolding
- mesh simplification
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publication_status: published
publisher: Wiley
quality_controlled: '1'
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researchdata_availability: no
scopus_import: '1'
status: public
supplementarymaterial: yes
title: Mesh simplification for unfolding
tmp:
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  short: CC BY-NC (4.0)
type: journal_article
user_id: 317138e5-6ab7-11ef-aa6d-ffef3953e345
volume: 44
year: '2025'
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---
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abstract:
- lang: eng
  text: "Despite generating remarkable results in various computer vision tasks, deep
    learning comes\r\nwith some surprising shortcomings. For example, tiny perturbations,
    often imperceptible to\r\nthe human eye, can completely change the predictions
    of image classifiers. Despite a decade\r\nof research, the field has made limited
    progress in developing image classifiers that are both\r\naccurate and robust.
    This thesis aims to address this gap.\r\nAs our first contribution, we aim to
    simplify the process of training certifiably robust image\r\nclassifiers. We do
    this by designing a convolutional layer that does not require executing an\r\niterative
    procedure in every forward pass, but relies on an explicit bound instead. We also\r\npropose
    a loss function that allows optimizing for a particular margin more precisely.\r\nNext,
    we provide an overview and comparison of various methods that create robust image\r\nclassifiers
    by constraining the Lipschitz constant. This is important since generally longer\r\ntraining
    times and more parameters improve the performance of robust classifiers, making
    it\r\nchallenging to determine the most practical and effective methods from existing
    literature.\r\nIn 1-Lipschitz classification, the performance of current methods
    is still much worse than what\r\nwe expect on the simple tasks we consider. Therefore,
    we next investigate potential causes of\r\nthis shortcoming. We first consider
    the role of the activation function. We prove a theoretical\r\nshortcoming of
    the commonly used activation function, and provide an alternative without it.\r\nHowever
    this theoretical improvement does barely translate to the empirical performance
    of\r\nrobust classifiers, suggesting a different bottleneck.\r\nTherefore, in
    the final chapter, we study how the performance depends on the amount of\r\ntraining
    data. We prove that in the worst case, we might require far more data to train
    a\r\nrobust classifier compared to a normal one. We furthermore find that the
    amount of training\r\ndata is a key determinant of the performance current methods
    achieve on popular datasets.\r\nAdditionally, we show that linear subspaces exist
    with tiny data variance, and yet we can\r\nstill train very accurate classifiers
    after projecting into those subspaces. This shows that on\r\nthe datasets considered,
    enforcing robustness in classification makes the task strictly more\r\nchallenging.\r\n\r\n"
alternative_title:
- ISTA Thesis
article_processing_charge: No
author:
- first_name: Bernd
  full_name: Prach, Bernd
  id: 2D561D42-C427-11E9-89B4-9C1AE6697425
  last_name: Prach
citation:
  ama: Prach B. Robust image classification with 1-Lipschitz networks. 2025. doi:<a
    href="https://doi.org/10.15479/10.15479/at-ista-19759">10.15479/10.15479/at-ista-19759</a>
  apa: Prach, B. (2025). <i>Robust image classification with 1-Lipschitz networks</i>.
    Institute of Science and Technology Austria. <a href="https://doi.org/10.15479/10.15479/at-ista-19759">https://doi.org/10.15479/10.15479/at-ista-19759</a>
  chicago: Prach, Bernd. “Robust Image Classification with 1-Lipschitz Networks.”
    Institute of Science and Technology Austria, 2025. <a href="https://doi.org/10.15479/10.15479/at-ista-19759">https://doi.org/10.15479/10.15479/at-ista-19759</a>.
  ieee: B. Prach, “Robust image classification with 1-Lipschitz networks,” Institute
    of Science and Technology Austria, 2025.
  ista: Prach B. 2025. Robust image classification with 1-Lipschitz networks. Institute
    of Science and Technology Austria.
  mla: Prach, Bernd. <i>Robust Image Classification with 1-Lipschitz Networks</i>.
    Institute of Science and Technology Austria, 2025, doi:<a href="https://doi.org/10.15479/10.15479/at-ista-19759">10.15479/10.15479/at-ista-19759</a>.
  short: B. Prach, Robust Image Classification with 1-Lipschitz Networks, Institute
    of Science and Technology Austria, 2025.
corr_author: '1'
date_created: 2025-05-28T16:20:48Z
date_published: 2025-05-30T00:00:00Z
date_updated: 2026-10-02T11:16:04Z
day: '30'
ddc:
- '000'
degree_awarded: PhD
department:
- _id: GradSch
- _id: ChLa
doi: 10.15479/10.15479/at-ista-19759
doi_confirm: '1'
file:
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has_accepted_license: '1'
language:
- iso: eng
month: '05'
oa: 1
oa_version: Published Version
page: '84'
publication_identifier:
  issn:
  - 2663-337X
publication_status: published
publisher: Institute of Science and Technology Austria
publisher_comment: "In reference to IEEE copyrighted material which is used with permission
  in this thesis, the IEEE does not\r\nendorse any of ISTA's products or services.
  Internal or personal use of this\r\nmaterial is permitted. If interested in reprinting/republishing
  IEEE copyrighted material for advertising or promotional\r\npurposes or for creating
  new collective works for resale or redistribution, please go to\r\nhttp://www.ieee.org/publications_standards/publications/rights/rights_link.html
  to learn how to obtain a License from\r\nRightsLink.  If applicable, University
  Microfilms and/or ProQuest Library, or the Archives of Canada may supply single
  copies of the dissertation."
related_material:
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  - id: '18874'
    relation: part_of_dissertation
    status: public
  - id: '17426'
    relation: part_of_dissertation
    status: public
status: public
supervisor:
- first_name: Christoph
  full_name: Lampert, Christoph
  id: 40C20FD2-F248-11E8-B48F-1D18A9856A87
  last_name: Lampert
  orcid: 0000-0001-8622-7887
title: Robust image classification with 1-Lipschitz networks
type: dissertation
user_id: 8b945eb4-e2f2-11eb-945a-df72226e66a9
year: '2025'
...
---
OA_place: repository
OA_type: green
_id: '20455'
abstract:
- lang: eng
  text: Despite extensive research since the community learned about adversarial examples
    10 years ago, we still do not know how to train high-accuracy classifiers that
    are guaranteed to be robust to small perturbations of their inputs. Previous works
    often argued that this might be because no classifier exists that is robust and
    accurate at the same time. However, in computer vision this assumption does not
    match reality where humans are usually accurate and robust on most tasks of interest.
    We offer an alternative explanation and show that in certain settings robust generalization
    is only possible with unrealistically large amounts of data. Specifically, we
    find a setting where a robust classifier exists, it is easy to learn an accurate
    classifier, yet it requires an exponential amount of data to learn a robust classifier.
    Based on this theoretical result, we evaluate the influence of the amount of training
    data on datasets such as CIFAR10. Our findings indicate that the the amount of
    training data is the main factor determining the robust performance. Furthermore
    we show that that there are low magnitude directions in the data which are useful
    for non-robust generalization but are not available for robust classifiers. This
    implies that robust classification is a strictly harder tasks than normal classification,
    thereby providing an explanation why robust classification requires more data.
article_processing_charge: No
arxiv: 1
author:
- first_name: Bernd
  full_name: Prach, Bernd
  id: 2D561D42-C427-11E9-89B4-9C1AE6697425
  last_name: Prach
- first_name: Christoph
  full_name: Lampert, Christoph
  id: 40C20FD2-F248-11E8-B48F-1D18A9856A87
  last_name: Lampert
  orcid: 0000-0001-8622-7887
citation:
  ama: 'Prach B, Lampert C. Intriguing properties of robust classification. In: <i>2025
    IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops</i>.
    IEEE; 2025:660-669. doi:<a href="https://doi.org/10.1109/CVPRW67362.2025.00071">10.1109/CVPRW67362.2025.00071</a>'
  apa: 'Prach, B., &#38; Lampert, C. (2025). Intriguing properties of robust classification.
    In <i>2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops</i>
    (pp. 660–669). Nashville, TN, United States: IEEE. <a href="https://doi.org/10.1109/CVPRW67362.2025.00071">https://doi.org/10.1109/CVPRW67362.2025.00071</a>'
  chicago: Prach, Bernd, and Christoph Lampert. “Intriguing Properties of Robust Classification.”
    In <i>2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops</i>,
    660–69. IEEE, 2025. <a href="https://doi.org/10.1109/CVPRW67362.2025.00071">https://doi.org/10.1109/CVPRW67362.2025.00071</a>.
  ieee: B. Prach and C. Lampert, “Intriguing properties of robust classification,”
    in <i>2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops</i>,
    Nashville, TN, United States, 2025, pp. 660–669.
  ista: 'Prach B, Lampert C. 2025. Intriguing properties of robust classification.
    2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops.
    CVPR: Conference on Computer Vision and Pattern Recognition, 660–669.'
  mla: Prach, Bernd, and Christoph Lampert. “Intriguing Properties of Robust Classification.”
    <i>2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops</i>,
    IEEE, 2025, pp. 660–69, doi:<a href="https://doi.org/10.1109/CVPRW67362.2025.00071">10.1109/CVPRW67362.2025.00071</a>.
  short: B. Prach, C. Lampert, in:, 2025 IEEE/CVF Conference on Computer Vision and
    Pattern Recognition Workshops, IEEE, 2025, pp. 660–669.
conference:
  end_date: 2025-06-12
  location: Nashville, TN, United States
  name: 'CVPR: Conference on Computer Vision and Pattern Recognition'
  start_date: 2025-06-11
corr_author: '1'
date_created: 2025-10-12T22:01:26Z
date_published: 2025-06-15T00:00:00Z
date_updated: 2026-10-02T11:15:42Z
day: '15'
department:
- _id: ChLa
doi: 10.1109/CVPRW67362.2025.00071
external_id:
  arxiv:
  - '2412.04245'
fulldoi: https://doi.org/10.1109/CVPRW67362.2025.00071
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.48550/arXiv.2412.04245
month: '06'
oa: 1
oa_version: Preprint
page: 660-669
publication: 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops
publication_identifier:
  eissn:
  - 2160-7516
  isbn:
  - '9798331599942'
  issn:
  - 2160-7508
publication_status: published
publisher: IEEE
quality_controlled: '1'
related_material:
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title: Intriguing properties of robust classification
type: conference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
year: '2025'
...
---
OA_place: publisher
_id: '19630'
abstract:
- lang: eng
  text: "This thesis consists of three chapters, each corresponding to one publication.
    While each of these projects tackles a topic in a different area of research,
    they all share a common thread in the type of topological structure they handle
    - a partition of space into volumes separated by interfaces that meet in non-manifold
    junctions.\r\n\r\nIn Chapter 2, we study clusters of soap bubbles from a simulation
    perspective. In particular, we develop a surface-only algorithm that couples large
    scale motion and shape deformation of soap bubble clusters with the small scale
    evolution of the thin film's thickness, which is responsible for visual phenomena
    like surface vortices, Newton's interference patterns, capillary waves, and deformation-dependent
    rupturing of films in a foam. We model film thickness as a reduced degree of freedom
    in the Navier-Stokes equations and from them derive three sets of equations governing
    normal and tangential motion of the soap film surface, as well as the evolution
    of the thin film thickness. We discretize these equations on a non-manifold triangle
    mesh, extending and adapting operators to handle complex topology. We also present
    an incompressible fluid solver for 2.5D films and an advection algorithm for convecting
    fields across non-manifold surface junctions. Our simulations enhance bubble solvers
    with additional effects caused by convection, rippling, draining, and evaporation
    of the thin film.\r\n\r\nIn Chapter 3, we introduce a multi-material non-manifold
    mesh-based surface tracking algorithm that converts mesh defects, such as overlaps,
    self-intersections, and inversions into topological changes. Our algorithm generalizes
    prior work on manifold surface tracking with topological changes: it preserves
    surface features like mesh-based methods, and it robustly handles topological
    changes like level set methods. Our method also offers improved efficiency and
    robustness over the state of the art. We demonstrate the effectiveness of the
    approach on a range of examples, including complex soap film simulations, such
    as those presented in Chapter 2, but with an order of magnitude more interacting
    bubbles than what we could achieve before, and Boolean unions of non-manifold
    meshes consisting of millions of triangles.\r\n\r\nLastly, in Chapter 4, we utilize
    developments in the theory of random geometric complexes facilitated by observations
    from Discrete Morse theory. We survey the methods and results obtained with this
    new approach, and discuss some of its shortcomings. We use simulations to illustrate
    the results and to form conjectures, getting numerical estimates for combinatorial,
    topological, and geometric properties of weighted and unweighted Delaunay mosaics,
    their dual Voronoi tessellations, and the Alpha and Wrap complexes contained in
    the mosaics."
acknowledged_ssus:
- _id: ScienComp
acknowledgement: The project in Chapter 2 has received funding from the European Research
  Council (ERC) under the European Union's Horizon 2020 research and innovation programme
  under grant agreement No. 638176. The project in Chapter 3 was funded in part by
  the European Union (ERC-2021-COG 101045083 CoDiNA). The project in Chapter 4 has
  received funding from the European Research Council (ERC) under the European Union's
  Horizon 2020 research and innovation programme (grant agreements No 78818 Alpha
  and No 638176). It was also partially supported by the DFG Collaborative Research
  Center TRR 109, 'Discretization in Geometry and Dynamics', through grant no. I02979-N35
  of the Austrian Science Fund (FWF). Thank you for providing funds to support my
  work.
alternative_title:
- ISTA Thesis
article_processing_charge: No
author:
- first_name: Peter
  full_name: Synak, Peter
  id: 331776E2-F248-11E8-B48F-1D18A9856A87
  last_name: Synak
citation:
  ama: Synak P. Methods for fluid simulation, surface tracking, and statistics of
    non-manifold structures. 2025. doi:<a href="https://doi.org/10.15479/AT-ISTA-19630">10.15479/AT-ISTA-19630</a>
  apa: Synak, P. (2025). <i>Methods for fluid simulation, surface tracking, and statistics
    of non-manifold structures</i>. Institute of Science and Technology Austria. <a
    href="https://doi.org/10.15479/AT-ISTA-19630">https://doi.org/10.15479/AT-ISTA-19630</a>
  chicago: Synak, Peter. “Methods for Fluid Simulation, Surface Tracking, and Statistics
    of Non-Manifold Structures.” Institute of Science and Technology Austria, 2025.
    <a href="https://doi.org/10.15479/AT-ISTA-19630">https://doi.org/10.15479/AT-ISTA-19630</a>.
  ieee: P. Synak, “Methods for fluid simulation, surface tracking, and statistics
    of non-manifold structures,” Institute of Science and Technology Austria, 2025.
  ista: Synak P. 2025. Methods for fluid simulation, surface tracking, and statistics
    of non-manifold structures. Institute of Science and Technology Austria.
  mla: Synak, Peter. <i>Methods for Fluid Simulation, Surface Tracking, and Statistics
    of Non-Manifold Structures</i>. Institute of Science and Technology Austria, 2025,
    doi:<a href="https://doi.org/10.15479/AT-ISTA-19630">10.15479/AT-ISTA-19630</a>.
  short: P. Synak, Methods for Fluid Simulation, Surface Tracking, and Statistics
    of Non-Manifold Structures, Institute of Science and Technology Austria, 2025.
corr_author: '1'
date_created: 2025-04-29T09:39:34Z
date_published: 2025-04-29T00:00:00Z
date_updated: 2026-10-02T11:19:03Z
day: '29'
ddc:
- '519'
- '006'
degree_awarded: PhD
department:
- _id: ChWo
- _id: GradSch
doi: 10.15479/AT-ISTA-19630
ec_funded: 1
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oa: 1
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project:
- _id: 2533E772-B435-11E9-9278-68D0E5697425
  call_identifier: H2020
  grant_number: '638176'
  name: 'Big Splash: Efficient Simulation of Natural Phenomena at Extremely Large
    Scales'
- _id: 34bc2376-11ca-11ed-8bc3-9a3b3961a088
  grant_number: '101045083'
  name: Computational Discovery of Numerical Algorithms for Animation and Simulation
    of Natural Phenomena
- _id: 266A2E9E-B435-11E9-9278-68D0E5697425
  call_identifier: H2020
  grant_number: '788183'
  name: Alpha Shape Theory Extended
- _id: 2533E772-B435-11E9-9278-68D0E5697425
  call_identifier: H2020
  grant_number: '638176'
  name: 'Big Splash: Efficient Simulation of Natural Phenomena at Extremely Large
    Scales'
- _id: 2561EBF4-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: I02979-N35
  name: Persistence and stability of geometric complexes
publication_identifier:
  issn:
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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: Christopher J
  full_name: Wojtan, Christopher J
  id: 3C61F1D2-F248-11E8-B48F-1D18A9856A87
  last_name: Wojtan
  orcid: 0000-0001-6646-5546
title: Methods for fluid simulation, surface tracking, and statistics of non-manifold
  structures
type: dissertation
user_id: ba8df636-2132-11f1-aed0-ed93e2281fdd
year: '2025'
...
---
OA_place: publisher
_id: '20551'
abstract:
- lang: eng
  text: "The space of codimension-2 shapes, such as curves in 3D and surfaces in 4D,
    is an infinite-dimensional manifold. This thesis explores geometric structures
    and dynamics on this space, with emphasis on their implications for physics, particularly
    hydrodynamics.\r\n\r\nOur investigation ranges from theoretical studies of infinite-dimensional
    symplectic and prequantum geometry to numerical computation of the time evolution
    of shapes. The thesis presents four main contributions.\r\n\r\nIn the first part,
    we introduce implicit representations of codimension-2 shapes using a class of
    complex-valued functions, and prove that the space of these implicit representations
    forms a prequantum bundle over the codimension-2 shape space. This reveals a new
    geometric interpretation of the canonical symplectic structure on the codimension-2
    shape space.\r\n\r\nIn the second part, we use implicit representations to develop
    a simulation method for the dynamics of space curves. To handle chaotic systems
    such as vortex filaments in hydrodynamics, we exploit the infinite degrees of
    freedom, hidden in both the configuration and dynamics of implicit representations.\r\n\r\nIn
    the third part, we introduce new symplectic structures on the space of space curves,
    which generalize the only previously known symplectic structure on this space,
    allowing for new Hamiltonian dynamics of space curves.\r\n\r\nIn the fourth part,
    we apply a symplectic viewpoint to a differential geometric problem with practical
    applications. We derive a new area formula for spherical polygons via prequantization. "
acknowledged_ssus:
- _id: CampIT
acknowledgement: "Projects contained in this thesis were financially supported in
  part by the\r\nEuropean Research Council with grants 1. ERC Consolidator Grant 101045083
  CoDiNA,\r\nand 2. the European Union’s Horizon 2020 research and innovation programme
  under grant\r\nagreement No. 638176."
alternative_title:
- ISTA Thesis
article_processing_charge: No
author:
- first_name: Sadashige
  full_name: Ishida, Sadashige
  id: 6F7C4B96-A8E9-11E9-A7CA-09ECE5697425
  last_name: Ishida
  orcid: 0000-0002-3121-3100
citation:
  ama: Ishida S. Symplectic-prequantum structures and dynamics on the codimension-2
    shape space. 2025. doi:<a href="https://doi.org/10.15479/AT-ISTA-20551">10.15479/AT-ISTA-20551</a>
  apa: Ishida, S. (2025). <i>Symplectic-prequantum structures and dynamics on the
    codimension-2 shape space</i>. Institute of Science and Technology Austria. <a
    href="https://doi.org/10.15479/AT-ISTA-20551">https://doi.org/10.15479/AT-ISTA-20551</a>
  chicago: Ishida, Sadashige. “Symplectic-Prequantum Structures and Dynamics on the
    Codimension-2 Shape Space.” Institute of Science and Technology Austria, 2025.
    <a href="https://doi.org/10.15479/AT-ISTA-20551">https://doi.org/10.15479/AT-ISTA-20551</a>.
  ieee: S. Ishida, “Symplectic-prequantum structures and dynamics on the codimension-2
    shape space,” Institute of Science and Technology Austria, 2025.
  ista: Ishida S. 2025. Symplectic-prequantum structures and dynamics on the codimension-2
    shape space. Institute of Science and Technology Austria.
  mla: Ishida, Sadashige. <i>Symplectic-Prequantum Structures and Dynamics on the
    Codimension-2 Shape Space</i>. Institute of Science and Technology Austria, 2025,
    doi:<a href="https://doi.org/10.15479/AT-ISTA-20551">10.15479/AT-ISTA-20551</a>.
  short: S. Ishida, Symplectic-Prequantum Structures and Dynamics on the Codimension-2
    Shape Space, Institute of Science and Technology Austria, 2025.
corr_author: '1'
date_created: 2025-10-27T10:28:52Z
date_published: 2025-10-31T00:00:00Z
date_updated: 2026-10-02T11:17:04Z
day: '31'
ddc:
- '516'
degree_awarded: PhD
department:
- _id: GradSch
- _id: ChWo
doi: 10.15479/AT-ISTA-20551
ec_funded: 1
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language:
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month: '10'
oa: 1
oa_version: Published Version
page: '141'
project:
- _id: 2533E772-B435-11E9-9278-68D0E5697425
  call_identifier: H2020
  grant_number: '638176'
  name: 'Big Splash: Efficient Simulation of Natural Phenomena at Extremely Large
    Scales'
- _id: 34bc2376-11ca-11ed-8bc3-9a3b3961a088
  grant_number: '101045083'
  name: Computational Discovery of Numerical Algorithms for Animation and Simulation
    of Natural Phenomena
publication_identifier:
  isbn:
  - 978-3-99078-070-1
  issn:
  - 2663-337X
publication_status: published
publisher: Institute of Science and Technology Austria
related_material:
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  - id: '12846'
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status: public
supervisor:
- first_name: Christopher J
  full_name: Wojtan, Christopher J
  id: 3C61F1D2-F248-11E8-B48F-1D18A9856A87
  last_name: Wojtan
  orcid: 0000-0001-6646-5546
- first_name: Albert
  full_name: Chern, Albert
  last_name: Chern
title: Symplectic-prequantum structures and dynamics on the codimension-2 shape space
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
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...
---
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_id: '20234'
abstract:
- lang: eng
  text: "Game Theory is the mathematical formalization of social dynamics - systems
    where agents interact over time and the evolution of the state of the system depends
    on the decisions of every player. \r\nThis thesis takes the perspective of a single
    player and focuses on what they can guarantee in the worst case over the behavior
    of other players.\r\nIn other words, we consider that the objective of every other
    player in the game is exactly the opposite to the player.\r\nWe focus on sustained
    interactions over time, where the players repeatedly obtain quantitative rewards
    over time, and they are interested in maximizing their long-term performance.\t\r\nFormally,
    this thesis focuses on zero-sum games with the liminf average objective.\r\nTwo
    fundamental questions that Game Theory aims to answer are the following.\r\n\r\n1.
    How much can a player guarantee to obtain after the interaction?\r\n\r\n2. How
    to act in order to obtain the previously mentioned guarantee?\r\n\r\nThese questions
    are formalized by the concepts of \"value\" and \"optimal strategies\". \t\r\nWe
    study their properties on games that exhibit one or more of the following properties.
    \r\n\r\n1. Partial Observation: \r\nthe players can not perfectly observe the
    current state of the system during the game. We consider the model of (finite)
    Partially Observable Markov Decision Processes and prove that finite-memory strategies
    are sufficient to approximately guarantee the value.\r\n\r\n2. Perturbed Description:
    \r\nthe formal description of the game is perturbed by a small parameter.\r\nWe
    consider the model of (finite) Perturbed Matrix Games, and provide algorithms
    to check various robustness properties and to compute the parameterized value
    and optimal strategies.\r\n\r\n3. Stochastic Transitions: \r\nthe actions of the
    players determine the behavior of the evolution of the system, described as a
    probability distribution over the next state.\r\nWe consider the model of (finite)
    Perturbed Stochastic Games and provide formulas for the marginal value.\r\n\r\n4.
    Infinite States: \r\nthe system can be in infinitely many states.\r\nWe consider
    the model of Random Dynamic Games on a class of infinite graphs, prove the existence
    of the value, and quantify the concentration of finite-horizon values."
acknowledgement: "Funding sources The works included in this thesis were partially
  supported by:\r\n• Austrian Science Fund (FWF), grants 10.55776/COE12 and No RiSE/SHiNE
  S11407,\r\n• French Agence Nationale de la Recherche (ANR), grants ANR-21-CE40-0020
  (CONVERGENCE) and ANR-20-CE40-0002 (GrHyDy),\r\n• Fondation Mathématique Jaques
  Hadamard, grant PGMO RSG 2018-0031H,\r\n• European Research Council (ERC), Consolidator
  grant 863818 (ForM-SMArt),\r\n• Agencia Nacional de Investigación y Desarrollo (ANID
  Chile), grant ACT210005,\r\n• Fondo Nacional de Desarrollo Científico y Tecnológico
  (Fondecyt Chile), grant 1220174,\r\n• Comisión Nacional de Investigación Científica
  y Tecnológica (CONICYT Chile), grant\r\nPII 20150140,\r\n• Evaluation-orientation
  de la Coopération Scientifique and Comisión Nacional de Investigación Científica
  y Tecnológica (ECOS-CONICYT), grant C15E03,\r\n• European Cooperation in Science
  and Technology (E-COST), grants CA16228 - European\r\nNetwork for Game Theory (GAMENET)
  and E-COST-GRANT-CA16228-c5a69859.\r\n"
alternative_title:
- ISTA Thesis
article_processing_charge: No
author:
- first_name: Raimundo J
  full_name: Saona Urmeneta, Raimundo J
  id: BD1DF4C4-D767-11E9-B658-BC13E6697425
  last_name: Saona Urmeneta
  orcid: 0000-0001-5103-038X
citation:
  ama: 'Saona Urmeneta RJ. Robustness of solutions in game theory: Values and strategies
    in partially observable, perturbed, stochastic, and infinite games. 2025. doi:<a
    href="https://doi.org/10.15479/AT-ISTA-20234">10.15479/AT-ISTA-20234</a>'
  apa: 'Saona Urmeneta, R. J. (2025). <i>Robustness of solutions in game theory: Values
    and strategies in partially observable, perturbed, stochastic, and infinite games</i>.
    Institute of Science and Technology Austria. <a href="https://doi.org/10.15479/AT-ISTA-20234">https://doi.org/10.15479/AT-ISTA-20234</a>'
  chicago: 'Saona Urmeneta, Raimundo J. “Robustness of Solutions in Game Theory: Values
    and Strategies in Partially Observable, Perturbed, Stochastic, and Infinite Games.”
    Institute of Science and Technology Austria, 2025. <a href="https://doi.org/10.15479/AT-ISTA-20234">https://doi.org/10.15479/AT-ISTA-20234</a>.'
  ieee: 'R. J. Saona Urmeneta, “Robustness of solutions in game theory: Values and
    strategies in partially observable, perturbed, stochastic, and infinite games,”
    Institute of Science and Technology Austria, 2025.'
  ista: 'Saona Urmeneta RJ. 2025. Robustness of solutions in game theory: Values and
    strategies in partially observable, perturbed, stochastic, and infinite games.
    Institute of Science and Technology Austria.'
  mla: 'Saona Urmeneta, Raimundo J. <i>Robustness of Solutions in Game Theory: Values
    and Strategies in Partially Observable, Perturbed, Stochastic, and Infinite Games</i>.
    Institute of Science and Technology Austria, 2025, doi:<a href="https://doi.org/10.15479/AT-ISTA-20234">10.15479/AT-ISTA-20234</a>.'
  short: 'R.J. Saona Urmeneta, Robustness of Solutions in Game Theory: Values and
    Strategies in Partially Observable, Perturbed, Stochastic, and Infinite Games,
    Institute of Science and Technology Austria, 2025.'
corr_author: '1'
date_created: 2025-08-27T14:00:13Z
date_published: 2025-08-27T00:00:00Z
date_updated: 2026-10-02T11:30:08Z
day: '27'
ddc:
- '519'
degree_awarded: PhD
department:
- _id: GradSch
- _id: KrCh
doi: 10.15479/AT-ISTA-20234
doi_confirm: '1'
ec_funded: 1
file:
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has_accepted_license: '1'
language:
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month: '08'
oa: 1
oa_version: Published Version
page: '125'
project:
- _id: 25863FF4-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: S11407
  name: Game Theory
- _id: 0599E47C-7A3F-11EA-A408-12923DDC885E
  call_identifier: H2020
  grant_number: '863818'
  name: 'Formal Methods for Stochastic Models: Algorithms and Applications'
- _id: 4029cfc7-b034-11f1-9e55-88ab2ff3b6ee
  grant_number: COE12
  name: Bilateral Artificial Intelligence (Chatterjee)
publication_identifier:
  issn:
  - 2663-337X
publication_status: published
publisher: Institute of Science and Technology Austria
related_material:
  record:
  - id: '9311'
    relation: part_of_dissertation
    status: public
  - id: '19508'
    relation: part_of_dissertation
    status: public
  - id: '17037'
    relation: part_of_dissertation
    status: public
  - id: '18266'
    relation: part_of_dissertation
    status: public
status: public
supervisor:
- first_name: Krishnendu
  full_name: Chatterjee, Krishnendu
  id: 2E5DCA20-F248-11E8-B48F-1D18A9856A87
  last_name: Chatterjee
  orcid: 0000-0002-4561-241X
title: 'Robustness of solutions in game theory: Values and strategies in partially
  observable, perturbed, stochastic, and infinite games'
type: dissertation
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
year: '2025'
...
---
OA_type: closed access
_id: '17037'
abstract:
- lang: eng
  text: Zero-sum stochastic games are parameterized by payoffs, transitions, and possibly
    a discount rate. In this article, we study how the main solution concepts, the
    discounted and undiscounted values, vary when these parameters are perturbed.
    We focus on the marginal values, introduced by Mills in 1956 in the context of
    matrix games—that is, the directional derivatives of the value along any fixed
    perturbation. We provide a formula for the marginal values of a discounted stochastic
    game. Further, under mild assumptions on the perturbation, we provide a formula
    for their limit as the discount rate vanishes and for the marginal values of an
    undiscounted stochastic game. We also show, via an example, that the two latter
    differ in general.
acknowledgement: This work was supported by Fondation CFM pour la Recherche; the European
  Research Council [Grant ERC-CoG-863818 (ForM-SMArt)]; and Agence Nationale de la
  Recherche [Grant ANR-21-CE40-0020].
article_processing_charge: No
article_type: original
author:
- first_name: Luc
  full_name: Attia, Luc
  last_name: Attia
- first_name: Miquel
  full_name: Oliu-Barton, Miquel
  last_name: Oliu-Barton
- first_name: Raimundo J
  full_name: Saona Urmeneta, Raimundo J
  id: BD1DF4C4-D767-11E9-B658-BC13E6697425
  last_name: Saona Urmeneta
  orcid: 0000-0001-5103-038X
citation:
  ama: Attia L, Oliu-Barton M, Saona Urmeneta RJ. Marginal values of a stochastic
    game. <i>Mathematics of Operations Research</i>. 2025;50(1):482-505. doi:<a href="https://doi.org/10.1287/moor.2023.0297">10.1287/moor.2023.0297</a>
  apa: Attia, L., Oliu-Barton, M., &#38; Saona Urmeneta, R. J. (2025). Marginal values
    of a stochastic game. <i>Mathematics of Operations Research</i>. Institute for
    Operations Research and the Management Sciences. <a href="https://doi.org/10.1287/moor.2023.0297">https://doi.org/10.1287/moor.2023.0297</a>
  chicago: Attia, Luc, Miquel Oliu-Barton, and Raimundo J Saona Urmeneta. “Marginal
    Values of a Stochastic Game.” <i>Mathematics of Operations Research</i>. Institute
    for Operations Research and the Management Sciences, 2025. <a href="https://doi.org/10.1287/moor.2023.0297">https://doi.org/10.1287/moor.2023.0297</a>.
  ieee: L. Attia, M. Oliu-Barton, and R. J. Saona Urmeneta, “Marginal values of a
    stochastic game,” <i>Mathematics of Operations Research</i>, vol. 50, no. 1. Institute
    for Operations Research and the Management Sciences, pp. 482–505, 2025.
  ista: Attia L, Oliu-Barton M, Saona Urmeneta RJ. 2025. Marginal values of a stochastic
    game. Mathematics of Operations Research. 50(1), 482–505.
  mla: Attia, Luc, et al. “Marginal Values of a Stochastic Game.” <i>Mathematics of
    Operations Research</i>, vol. 50, no. 1, Institute for Operations Research and
    the Management Sciences, 2025, pp. 482–505, doi:<a href="https://doi.org/10.1287/moor.2023.0297">10.1287/moor.2023.0297</a>.
  short: L. Attia, M. Oliu-Barton, R.J. Saona Urmeneta, Mathematics of Operations
    Research 50 (2025) 482–505.
das_tickbox: '0'
date_created: 2024-05-22T11:41:14Z
date_published: 2025-02-01T00:00:00Z
date_updated: 2026-10-02T11:29:44Z
day: '01'
department:
- _id: GradSch
- _id: KrCh
doi: 10.1287/moor.2023.0297
ec_funded: 1
external_id:
  isi:
  - '001184648000001'
fulldoi: https://doi.org/10.1287/moor.2023.0297
intvolume: '        50'
isi: 1
issue: '1'
language:
- iso: eng
month: '02'
oa_version: None
page: 482-505
project:
- _id: 0599E47C-7A3F-11EA-A408-12923DDC885E
  call_identifier: H2020
  grant_number: '863818'
  name: 'Formal Methods for Stochastic Models: Algorithms and Applications'
publication: Mathematics of Operations Research
publication_identifier:
  eissn:
  - 1526-5471
  issn:
  - 0364-765X
publication_status: published
publisher: Institute for Operations Research and the Management Sciences
quality_controlled: '1'
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    status: public
researchdata_availability: unclear
scopus_import: '1'
status: public
supplementarymaterial: unclear
title: Marginal values of a stochastic game
type: journal_article
user_id: 317138e5-6ab7-11ef-aa6d-ffef3953e345
volume: 50
year: '2025'
...
---
OA_place: publisher
_id: '19540'
abstract:
- lang: eng
  text: "This thesis deals with several different models for complex quantum mechanical
    systems and is structured in three main parts. \r\n\t\r\nIn Part I, we study mean
    field random matrices as models for quantum Hamiltonians. Our focus lies on proving
    concentration estimates for resolvents of random matrices, so-called local laws,
    mostly in the setting of multiple resolvents. These estimates have profound consequences
    for eigenvector overlaps and thermalization problems. More concretely, we obtain,
    e.g., the optimal eigenstate thermalization hypothesis (ETH) uniformly in the
    spectrum for Wigner matrices, an optimal lower bound on non-Hermitian eigenvector
    overlaps, and prethermalization for deformed Wigner matrices.\tIn order to prove
    our novel multi-resolvent local laws, we develop and devise two main methods,
    the static Psi-method and the dynamical Zigzag strategy. \r\n\t\r\nIn Part II,
    we study Bardeen-Cooper-Schrieffer (BCS) theory, the standard mean field microscopic
    theory of superconductivity. We focus on asymptotic formulas for the characteristic
    critical temperature and energy gap of a superconductor and prove universality
    of their ratio in various physical regimes. Additionally, we investigate multi-band
    superconductors and show that inter-band coupling effects can only enhance the
    critical temperature. \r\n\t\r\nIn Part III, we study quantum lattice systems.
    On the one hand, we show a strong version of the local-perturbations-perturb-locally
    (LPPL) principle for the ground state of weakly interacting quantum spin systems
    with a uniform on-site gap. On the other hand, we introduce a notion of a local
    gap and rigorously justify response theory and the Kubo formula under the weakened
    assumption of a local gap. \r\n\t\r\nAdditionally, we discuss two classes of problems
    which do not fit into the three main parts of the thesis. These are deformational
    rigidity of Liouville metrics on the torus and relativistic toy models of particle
    creation via interior-boundary-conditions (IBCs).  "
alternative_title:
- ISTA Thesis
article_processing_charge: No
author:
- first_name: Sven Joscha
  full_name: Henheik, Sven Joscha
  id: 31d731d7-d235-11ea-ad11-b50331c8d7fb
  last_name: Henheik
  orcid: 0000-0003-1106-327X
citation:
  ama: 'Henheik SJ. Modeling complex quantum systems: Random matrices, BCS theory,
    and quantum lattice systems. 2025. doi:<a href="https://doi.org/10.15479/AT-ISTA-19540">10.15479/AT-ISTA-19540</a>'
  apa: 'Henheik, S. J. (2025). <i>Modeling complex quantum systems: Random matrices,
    BCS theory, and quantum lattice systems</i>. Institute of Science and Technology
    Austria. <a href="https://doi.org/10.15479/AT-ISTA-19540">https://doi.org/10.15479/AT-ISTA-19540</a>'
  chicago: 'Henheik, Sven Joscha. “Modeling Complex Quantum Systems: Random Matrices,
    BCS Theory, and Quantum Lattice Systems.” Institute of Science and Technology
    Austria, 2025. <a href="https://doi.org/10.15479/AT-ISTA-19540">https://doi.org/10.15479/AT-ISTA-19540</a>.'
  ieee: 'S. J. Henheik, “Modeling complex quantum systems: Random matrices, BCS theory,
    and quantum lattice systems,” Institute of Science and Technology Austria, 2025.'
  ista: 'Henheik SJ. 2025. Modeling complex quantum systems: Random matrices, BCS
    theory, and quantum lattice systems. Institute of Science and Technology Austria.'
  mla: 'Henheik, Sven Joscha. <i>Modeling Complex Quantum Systems: Random Matrices,
    BCS Theory, and Quantum Lattice Systems</i>. Institute of Science and Technology
    Austria, 2025, doi:<a href="https://doi.org/10.15479/AT-ISTA-19540">10.15479/AT-ISTA-19540</a>.'
  short: 'S.J. Henheik, Modeling Complex Quantum Systems: Random Matrices, BCS Theory,
    and Quantum Lattice Systems, Institute of Science and Technology Austria, 2025.'
corr_author: '1'
date_created: 2025-04-10T21:21:18Z
date_published: 2025-04-10T00:00:00Z
date_updated: 2026-10-02T11:31:51Z
day: '10'
ddc:
- '519'
degree_awarded: PhD
department:
- _id: GradSch
- _id: LaEr
doi: 10.15479/AT-ISTA-19540
doi_confirm: '1'
ec_funded: 1
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month: '04'
oa: 1
oa_version: Published Version
page: '720'
project:
- _id: 62796744-2b32-11ec-9570-940b20777f1d
  call_identifier: H2020
  grant_number: '101020331'
  name: Random matrices beyond Wigner-Dyson-Mehta
publication_identifier:
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  issn:
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publication_status: published
publisher: Institute of Science and Technology Austria
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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: 'Modeling complex quantum systems: Random matrices, BCS theory, and quantum
  lattice systems'
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  short: CC BY (4.0)
type: dissertation
user_id: 8b945eb4-e2f2-11eb-945a-df72226e66a9
year: '2025'
...
---
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abstract:
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  text: 'Rotations are found in physics problems at all scales: from spatial motion
    of celestial bodies, to transitions between quantum states of atoms and molecules.
    Mathematically, they represent a fundamental class of transformations and symmetries.
    Unlike spatial displacements, rotational transformations in three-dimensional
    space  are non-commutative: the result of applying a sequence of rotations depends
    on the order of these operations. This feature makes the emergent physics that
    involves rotations rather intricate, but instrumental for studies of highly-interconnected
    many-body systems. In the presence of an environment, rotational properties of
    an object change, due to the interaction with particles of the environment. Owing
    to the complexity of this interaction, it can be engineered to exhibit certain
    properties of interest. In this Thesis, we examine several scenarios of how the
    rotational behavior of an impurity can be modified by interactions with its environment.'
acknowledged_ssus:
- _id: CampIT
- _id: E-Lib
- _id: SSU
acknowledgement: "I am grateful to the European Research Council (ERC) [10.3030/801770]
  and Austrian\r\nScience Fund (FWF) [10.55776/F1004] for funding my research and
  to the Physical\r\nReview journals for publishing it. I also want to thank the VCQ
  (previously CoQuS) and\r\nIQOQI for organizing wonderful networking events for the
  physics community in Vienna\r\nand Innsbruck, respectively. Moreover, I thank Austrian
  Science Fund (FWF) for the\r\ncontinuous support for quantum research."
alternative_title:
- ISTA Thesis
article_processing_charge: No
author:
- first_name: Mikhail
  full_name: Maslov, Mikhail
  id: 2E65BB0E-F248-11E8-B48F-1D18A9856A87
  last_name: Maslov
  orcid: 0000-0003-4074-2570
citation:
  ama: Maslov M. Emergent physics of rotating quantum impurities in many-body environments.
    2025. doi:<a href="https://doi.org/10.15479/at:ista:19048">10.15479/at:ista:19048</a>
  apa: Maslov, M. (2025). <i>Emergent physics of rotating quantum impurities in many-body
    environments</i>. Institute of Science and Technology Austria. <a href="https://doi.org/10.15479/at:ista:19048">https://doi.org/10.15479/at:ista:19048</a>
  chicago: Maslov, Mikhail. “Emergent Physics of Rotating Quantum Impurities in Many-Body
    Environments.” Institute of Science and Technology Austria, 2025. <a href="https://doi.org/10.15479/at:ista:19048">https://doi.org/10.15479/at:ista:19048</a>.
  ieee: M. Maslov, “Emergent physics of rotating quantum impurities in many-body environments,”
    Institute of Science and Technology Austria, 2025.
  ista: Maslov M. 2025. Emergent physics of rotating quantum impurities in many-body
    environments. Institute of Science and Technology Austria.
  mla: Maslov, Mikhail. <i>Emergent Physics of Rotating Quantum Impurities in Many-Body
    Environments</i>. Institute of Science and Technology Austria, 2025, doi:<a href="https://doi.org/10.15479/at:ista:19048">10.15479/at:ista:19048</a>.
  short: M. Maslov, Emergent Physics of Rotating Quantum Impurities in Many-Body Environments,
    Institute of Science and Technology Austria, 2025.
corr_author: '1'
date_created: 2025-02-18T01:41:27Z
date_published: 2025-02-18T00:00:00Z
date_updated: 2026-10-02T11:36:24Z
day: '18'
ddc:
- '539'
- '535'
- '541'
degree_awarded: PhD
department:
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language:
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license: https://creativecommons.org/licenses/by-nc-sa/4.0/
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oa: 1
oa_version: Published Version
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  call_identifier: H2020
  grant_number: '801770'
  name: 'Angulon: physics and applications of a new quasiparticle'
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  name: Coherent Optical Metrology Beyond Electric-Dipole-Allowed Transitions
publication_identifier:
  issn:
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supervisor:
- first_name: Mikhail
  full_name: Lemeshko, Mikhail
  id: 37CB05FA-F248-11E8-B48F-1D18A9856A87
  last_name: Lemeshko
  orcid: 0000-0002-6990-7802
title: Emergent physics of rotating quantum impurities in many-body environments
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abstract:
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  text: We prove an upper bound on the energy density of the dilute spin-\(\frac {1}{2}\)
    Fermi gas capturing the leading correction to the kinetic energy\(8\pi a\rho _\uparrow\rho
    _\downarrow\) with an error of size smaller than\(a\rho^{2}(a^ 3\rho)^{1/3-\varepsilon}\)
    for any\(\varepsilon> 0\), where a denotes the scattering length of the interaction.
    The result is valid for a large class of interactions including interactions with
    a hard core. A central ingredient in the proof is a rigorous version of a fermionic
    cluster expansion adapted from the formal expansion of Gaudin et al. (Nucl Phys
    A 176(2):237–260, 1971. https://doi.org/10.1016/0375-9474(71)90267-3).
acknowledgement: "Open access funding provided by Institute of Science and Technology
  (IST Austria).\r\nWe thank Alessandro Giuliani and Robert Seiringer for helpful
  discussions and Robert Seiringer for his comments on the manuscript. Financial support
  by the Austrian Science Fund (FWF) through Grant https://doi.org/10.55776/I6427
  (as part of the SFB/TRR 352) is gratefully acknowledged."
article_processing_charge: Yes (via OA deal)
article_type: original
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. Almost optimal upper bound for the ground state energy of a dilute
    Fermi gas via cluster expansion. <i>Annales Henri Poincare</i>. 2025;26:203-243.
    doi:<a href="https://doi.org/10.1007/s00023-024-01450-1">10.1007/s00023-024-01450-1</a>
  apa: Lauritsen, A. B. (2025). Almost optimal upper bound for the ground state energy
    of a dilute Fermi gas via cluster expansion. <i>Annales Henri Poincare</i>. Springer
    Nature. <a href="https://doi.org/10.1007/s00023-024-01450-1">https://doi.org/10.1007/s00023-024-01450-1</a>
  chicago: Lauritsen, Asbjørn Bækgaard. “Almost Optimal Upper Bound for the Ground
    State Energy of a Dilute Fermi Gas via Cluster Expansion.” <i>Annales Henri Poincare</i>.
    Springer Nature, 2025. <a href="https://doi.org/10.1007/s00023-024-01450-1">https://doi.org/10.1007/s00023-024-01450-1</a>.
  ieee: A. B. Lauritsen, “Almost optimal upper bound for the ground state energy of
    a dilute Fermi gas via cluster expansion,” <i>Annales Henri Poincare</i>, vol.
    26. Springer Nature, pp. 203–243, 2025.
  ista: Lauritsen AB. 2025. Almost optimal upper bound for the ground state energy
    of a dilute Fermi gas via cluster expansion. Annales Henri Poincare. 26, 203–243.
  mla: Lauritsen, Asbjørn Bækgaard. “Almost Optimal Upper Bound for the Ground State
    Energy of a Dilute Fermi Gas via Cluster Expansion.” <i>Annales Henri Poincare</i>,
    vol. 26, Springer Nature, 2025, pp. 203–43, doi:<a href="https://doi.org/10.1007/s00023-024-01450-1">10.1007/s00023-024-01450-1</a>.
  short: A.B. Lauritsen, Annales Henri Poincare 26 (2025) 203–243.
corr_author: '1'
das_tickbox: '0'
date_created: 2024-07-14T22:01:12Z
date_published: 2025-01-01T00:00:00Z
date_updated: 2026-10-02T11:43:00Z
day: '01'
ddc:
- '510'
department:
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doi: 10.1007/s00023-024-01450-1
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  grant_number: I06427
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publication: Annales Henri Poincare
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  - 1424-0637
publication_status: published
publisher: Springer Nature
quality_controlled: '1'
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supplementarymaterial: no
title: Almost optimal upper bound for the ground state energy of a dilute Fermi gas
  via cluster expansion
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  short: CC BY (4.0)
type: journal_article
user_id: 317138e5-6ab7-11ef-aa6d-ffef3953e345
volume: 26
year: '2025'
...
---
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abstract:
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  text: "Quantitative properties offer a framework for specifying and verifying system
    behaviors beyond the traditional boolean perspective. For example, while a boolean
    property may specify whether a server eventually grants every request it receives,
    a quantitative one may map each server execution to its average response time.
    This quantitative view is relatively well-studied in the context of static verification.
    However, although such properties often appear in practice as performance or robustness
    measures in a dynamic verification context, a general theoretical framework for
    their analysis and classification from a monitoring perspective is still missing.\r\n\r\nIn
    this thesis, we aim to develop such a framework that takes resource-precision
    tradeoffs of monitors as a central consideration. We present the first theory
    of monitorability for quantitative properties where monitors can be naturally
    approximate and compared regarding their precision and resource use. In particular,
    we show that additional monitor resources such as registers or states lead to
    strictly better approximations for some properties. To enable such analyses in
    a machine-model independent way, we describe an abstract notion of monitors that
    can be instantiated with concrete models of monitors. Within this framework, we
    study how abstract monitors behave and identify classes of properties amenable
    to approximate monitoring with resource-precision considerations. We then extend
    the boolean safety-liveness dichotomy and safety-progress hierarchy to the quantitative
    setting with a monitoring perspective. In particular, we prove that every property
    is the pointwise minimum of a safety property and a liveness property, and properties
    that are both safe and co-safe can be approximately monitored arbitrarily precisely
    using only finitely many states. We also study the classes of quantitative properties
    definable by finite-state quantitative automata and provide algorithms for deciding
    their safety or liveness as well as their safety-liveness decompositions. Finally,
    we present the first general-purpose tool for automating the analysis, verification,
    and monitoring of quantitative automata.\r\n\r\n\r\n"
acknowledgement: "This work was supported in part by the Austrian Science Fund (FWF)\r\nunder
  grant Z211-N23 (Wittgenstein Award) and the ERC-2020-AdG 101020093.\r\n"
alternative_title:
- ISTA Thesis
article_processing_charge: No
author:
- first_name: Naci E
  full_name: Sarac, Naci E
  id: 8C6B42F8-C8E6-11E9-A03A-F2DCE5697425
  last_name: Sarac
citation:
  ama: Sarac NE. A monitoring-oriented theory and classification of quantitative specifications.
    2025. doi:<a href="https://doi.org/10.15479/AT-ISTA-20147">10.15479/AT-ISTA-20147</a>
  apa: Sarac, N. E. (2025). <i>A monitoring-oriented theory and classification of
    quantitative specifications</i>. Institute of Science and Technology Austria.
    <a href="https://doi.org/10.15479/AT-ISTA-20147">https://doi.org/10.15479/AT-ISTA-20147</a>
  chicago: Sarac, Naci E. “A Monitoring-Oriented Theory and Classification of Quantitative
    Specifications.” Institute of Science and Technology Austria, 2025. <a href="https://doi.org/10.15479/AT-ISTA-20147">https://doi.org/10.15479/AT-ISTA-20147</a>.
  ieee: N. E. Sarac, “A monitoring-oriented theory and classification of quantitative
    specifications,” Institute of Science and Technology Austria, 2025.
  ista: Sarac NE. 2025. A monitoring-oriented theory and classification of quantitative
    specifications. Institute of Science and Technology Austria.
  mla: Sarac, Naci E. <i>A Monitoring-Oriented Theory and Classification of Quantitative
    Specifications</i>. Institute of Science and Technology Austria, 2025, doi:<a
    href="https://doi.org/10.15479/AT-ISTA-20147">10.15479/AT-ISTA-20147</a>.
  short: N.E. Sarac, A Monitoring-Oriented Theory and Classification of Quantitative
    Specifications, Institute of Science and Technology Austria, 2025.
corr_author: '1'
date_created: 2025-08-07T15:57:57Z
date_published: 2025-08-07T00:00:00Z
date_updated: 2026-10-02T11:44:51Z
day: '07'
ddc:
- '000'
degree_awarded: PhD
department:
- _id: GradSch
- _id: ToHe
doi: 10.15479/AT-ISTA-20147
doi_confirm: '1'
ec_funded: 1
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fulldoi: https://doi.org/10.15479/AT-ISTA-20147
has_accepted_license: '1'
language:
- iso: eng
month: '08'
oa: 1
oa_version: Published Version
page: '149'
project:
- _id: 25F42A32-B435-11E9-9278-68D0E5697425
  call_identifier: FWF
  grant_number: Z211
  name: Formal methods for the design and analysis of complex systems
- _id: 62781420-2b32-11ec-9570-8d9b63373d4d
  call_identifier: H2020
  grant_number: '101020093'
  name: Vigilant Algorithmic Monitoring of Software
publication_identifier:
  issn:
  - 2663-337X
publication_status: published
publisher: Institute of Science and Technology Austria
publisher_comment: "In reference to IEEE copyrighted material which is used with permission
  in this thesis, the IEEE does not\r\nendorse any of ISTA's products or services.
  Internal or personal use of this\r\nmaterial is permitted. If interested in reprinting/republishing
  IEEE copyrighted material for advertising or promotional\r\npurposes or for creating
  new collective works for resale or redistribution, please go to\r\nhttp://www.ieee.org/publications_standards/publications/rights/rights_link.html
  to learn how to obtain a License from\r\nRightsLink.  If applicable, University
  Microfilms and/or ProQuest Library, or the Archives of Canada may supply single
  copies of the dissertation."
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    relation: part_of_dissertation
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    relation: part_of_dissertation
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    relation: part_of_dissertation
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    relation: part_of_dissertation
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    relation: part_of_dissertation
    status: public
  - id: '17634'
    relation: part_of_dissertation
    status: public
status: public
supervisor:
- first_name: Thomas A
  full_name: Henzinger, Thomas A
  id: 40876CD8-F248-11E8-B48F-1D18A9856A87
  last_name: Henzinger
  orcid: 0000-0002-2985-7724
title: A monitoring-oriented theory and classification of quantitative specifications
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  short: CC BY (4.0)
type: dissertation
user_id: 8b945eb4-e2f2-11eb-945a-df72226e66a9
year: '2025'
...
---
OA_place: publisher
OA_type: hybrid
_id: '10045'
abstract:
- lang: eng
  text: "Given a fixed finite metric space (V,μ), the {\\em minimum 0-extension problem},
    denoted as 0-Ext[μ], is equivalent to the following optimization problem: minimize
    function of the form minx∈Vn∑ifi(xi)+∑ijcijμ(xi,xj) where cij,cvi are given nonnegative
    costs and fi:V→R are functions given by fi(xi)=∑v∈Vcviμ(xi,v). The computational
    complexity of 0-Ext[μ] has been recently established by Karzanov and by Hirai:
    if metric μ is {\\em orientable modular} then 0-Ext[μ] can be solved in polynomial
    time, otherwise 0-Ext[μ] is NP-hard. To prove the tractability part, Hirai developed
    a theory of discrete convex functions on orientable modular graphs generalizing
    several known classes of functions in discrete convex analysis, such as L♮-convex
    functions. We consider a more general version of the problem in which unary functions
    fi(xi) can additionally have terms of the form cuv;iμ(xi,{u,v}) for {u,v}∈F, where
    set F⊆(V2) is fixed. We extend the complexity classification above by providing
    an explicit condition on (μ,F) for the problem to be tractable. In order to prove
    the tractability part, we generalize Hirai's theory and define a larger class
    of discrete convex functions. It covers, in particular, another well-known class
    of functions, namely submodular functions on an integer lattice. Finally, we improve
    the complexity of Hirai's algorithm for solving 0-Ext on orientable modular graphs.\r\n"
acknowledgement: We thank the anonymous reviewers for their careful reading of our
  manuscript and their many insightful comments and suggestions. Open access funding
  provided by Institute of Science and Technology (IST Austria).
article_processing_charge: Yes (via OA deal)
article_type: original
arxiv: 1
author:
- first_name: Martin
  full_name: Dvorak, Martin
  id: 40ED02A8-C8B4-11E9-A9C0-453BE6697425
  last_name: Dvorak
  orcid: 0000-0001-5293-214X
- first_name: Vladimir
  full_name: Kolmogorov, Vladimir
  id: 3D50B0BA-F248-11E8-B48F-1D18A9856A87
  last_name: Kolmogorov
citation:
  ama: Dvorak M, Kolmogorov V. Generalized minimum 0-extension problem and discrete
    convexity. <i>Mathematical Programming</i>. 2025;209:279-322. doi:<a href="https://doi.org/10.1007/s10107-024-02064-5">10.1007/s10107-024-02064-5</a>
  apa: Dvorak, M., &#38; Kolmogorov, V. (2025). Generalized minimum 0-extension problem
    and discrete convexity. <i>Mathematical Programming</i>. Springer Nature. <a href="https://doi.org/10.1007/s10107-024-02064-5">https://doi.org/10.1007/s10107-024-02064-5</a>
  chicago: Dvorak, Martin, and Vladimir Kolmogorov. “Generalized Minimum 0-Extension
    Problem and Discrete Convexity.” <i>Mathematical Programming</i>. Springer Nature,
    2025. <a href="https://doi.org/10.1007/s10107-024-02064-5">https://doi.org/10.1007/s10107-024-02064-5</a>.
  ieee: M. Dvorak and V. Kolmogorov, “Generalized minimum 0-extension problem and
    discrete convexity,” <i>Mathematical Programming</i>, vol. 209. Springer Nature,
    pp. 279–322, 2025.
  ista: Dvorak M, Kolmogorov V. 2025. Generalized minimum 0-extension problem and
    discrete convexity. Mathematical Programming. 209, 279–322.
  mla: Dvorak, Martin, and Vladimir Kolmogorov. “Generalized Minimum 0-Extension Problem
    and Discrete Convexity.” <i>Mathematical Programming</i>, vol. 209, Springer Nature,
    2025, pp. 279–322, doi:<a href="https://doi.org/10.1007/s10107-024-02064-5">10.1007/s10107-024-02064-5</a>.
  short: M. Dvorak, V. Kolmogorov, Mathematical Programming 209 (2025) 279–322.
corr_author: '1'
das_tickbox: '0'
date_created: 2021-09-27T10:48:23Z
date_published: 2025-01-01T00:00:00Z
date_updated: 2026-10-02T11:45:16Z
day: '01'
ddc:
- '004'
department:
- _id: GradSch
- _id: VlKo
doi: 10.1007/s10107-024-02064-5
external_id:
  arxiv:
  - '2109.10203'
  isi:
  - '001176563300001'
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fulldoi: https://doi.org/10.1007/s10107-024-02064-5
has_accepted_license: '1'
intvolume: '       209'
isi: 1
keyword:
- minimum 0-extension problem
- metric labeling problem
- discrete metric spaces
- metric extensions
- computational complexity
- valued constraint satisfaction problems
- discrete convex analysis
- L-convex functions
language:
- iso: eng
month: '01'
oa: 1
oa_version: Published Version
page: 279-322
publication: Mathematical Programming
publication_identifier:
  eissn:
  - 1436-4646
  issn:
  - 0025-5610
publication_status: published
publisher: Springer Nature
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status: public
supplementarymaterial: no
title: Generalized minimum 0-extension problem and discrete convexity
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type: journal_article
user_id: 317138e5-6ab7-11ef-aa6d-ffef3953e345
volume: 209
year: '2025'
...
