---
_id: '12190'
abstract:
- lang: eng
  text: Meiotic crossover frequency varies within genomes, which influences genetic
    diversity and adaptation. In turn, genetic variation within populations can act
    to modify crossover frequency in cis and trans. To identify genetic variation
    that controls meiotic crossover frequency, we screened Arabidopsis accessions
    using fluorescent recombination reporters. We mapped a genetic modifier of crossover
    frequency in Col × Bur populations of Arabidopsis to a premature stop codon within
    TBP-ASSOCIATED FACTOR 4b (TAF4b), which encodes a subunit of the RNA polymerase
    II general transcription factor TFIID. The Arabidopsis taf4b mutation is a rare
    variant found in the British Isles, originating in South-West Ireland. Using genetics,
    genomics, and immunocytology, we demonstrate a genome-wide decrease in taf4b crossovers,
    with strongest reduction in the sub-telomeric regions. Using RNA sequencing (RNA-seq)
    from purified meiocytes, we show that TAF4b expression is meiocyte enriched, whereas
    its paralog TAF4 is broadly expressed. Consistent with the role of TFIID in promoting
    gene expression, RNA-seq of wild-type and taf4b meiocytes identified widespread
    transcriptional changes, including in genes that regulate the meiotic cell cycle
    and recombination. Therefore, TAF4b duplication is associated with acquisition
    of meiocyte-specific expression and promotion of germline transcription, which
    act directly or indirectly to elevate crossovers. This identifies a novel mode
    of meiotic recombination control via a general transcription factor.
acknowledgement: "We thank Gregory Copenhaver (University of North Carolina), Avraham
  Levy (The Weizmann Institute), and Scott Poethig (University of Pennsylvania) for
  FTLs; Piotr Ziolkowski for Col-420/Bur seed; Sureshkumar Balasubramanian\r\n(Monash
  University) for providing British and Irish Arabidopsis accessions; Mathilde Grelon
  (INRA, Versailles) for providing the MLH1 antibody; and the Gurdon Institute for
  access to microscopes. This work was supported by a BBSRC DTP studentship (E.J.L.),
  European Research Area Network for Coordinating Action in Plant Sciences/BBSRC ‘‘DeCOP’’
  (BB/M004937/1; C.L.), a BBSRC David Phillips Fellowship (BB/L025043/1; H.G. and
  X.F.), the European Research Council (CoG ‘‘SynthHotspot,’’ A.J.T., C.L., and I.R.H.;
  StG ‘‘SexMeth,’’ X.F.), and a Sainsbury Charitable Foundation Studentship (A.R.B.)."
article_processing_charge: No
article_type: original
author:
- first_name: Emma J.
  full_name: Lawrence, Emma J.
  last_name: Lawrence
- first_name: Hongbo
  full_name: Gao, Hongbo
  last_name: Gao
- first_name: Andrew J.
  full_name: Tock, Andrew J.
  last_name: Tock
- first_name: Christophe
  full_name: Lambing, Christophe
  last_name: Lambing
- first_name: Alexander R.
  full_name: Blackwell, Alexander R.
  last_name: Blackwell
- first_name: Xiaoqi
  full_name: Feng, Xiaoqi
  id: e0164712-22ee-11ed-b12a-d80fcdf35958
  last_name: Feng
  orcid: 0000-0002-4008-1234
- first_name: Ian R.
  full_name: Henderson, Ian R.
  last_name: Henderson
citation:
  ama: Lawrence EJ, Gao H, Tock AJ, et al. Natural variation in TBP-ASSOCIATED FACTOR
    4b controls meiotic crossover and germline transcription in Arabidopsis. <i>Current
    Biology</i>. 2019;29(16):2676-2686.e3. doi:<a href="https://doi.org/10.1016/j.cub.2019.06.084">10.1016/j.cub.2019.06.084</a>
  apa: Lawrence, E. J., Gao, H., Tock, A. J., Lambing, C., Blackwell, A. R., Feng,
    X., &#38; Henderson, I. R. (2019). Natural variation in TBP-ASSOCIATED FACTOR
    4b controls meiotic crossover and germline transcription in Arabidopsis. <i>Current
    Biology</i>. Elsevier. <a href="https://doi.org/10.1016/j.cub.2019.06.084">https://doi.org/10.1016/j.cub.2019.06.084</a>
  chicago: Lawrence, Emma J., Hongbo Gao, Andrew J. Tock, Christophe Lambing, Alexander
    R. Blackwell, Xiaoqi Feng, and Ian R. Henderson. “Natural Variation in TBP-ASSOCIATED
    FACTOR 4b Controls Meiotic Crossover and Germline Transcription in Arabidopsis.”
    <i>Current Biology</i>. Elsevier, 2019. <a href="https://doi.org/10.1016/j.cub.2019.06.084">https://doi.org/10.1016/j.cub.2019.06.084</a>.
  ieee: E. J. Lawrence <i>et al.</i>, “Natural variation in TBP-ASSOCIATED FACTOR
    4b controls meiotic crossover and germline transcription in Arabidopsis,” <i>Current
    Biology</i>, vol. 29, no. 16. Elsevier, p. 2676–2686.e3, 2019.
  ista: Lawrence EJ, Gao H, Tock AJ, Lambing C, Blackwell AR, Feng X, Henderson IR.
    2019. Natural variation in TBP-ASSOCIATED FACTOR 4b controls meiotic crossover
    and germline transcription in Arabidopsis. Current Biology. 29(16), 2676–2686.e3.
  mla: Lawrence, Emma J., et al. “Natural Variation in TBP-ASSOCIATED FACTOR 4b Controls
    Meiotic Crossover and Germline Transcription in Arabidopsis.” <i>Current Biology</i>,
    vol. 29, no. 16, Elsevier, 2019, p. 2676–2686.e3, doi:<a href="https://doi.org/10.1016/j.cub.2019.06.084">10.1016/j.cub.2019.06.084</a>.
  short: E.J. Lawrence, H. Gao, A.J. Tock, C. Lambing, A.R. Blackwell, X. Feng, I.R.
    Henderson, Current Biology 29 (2019) 2676–2686.e3.
date_created: 2023-01-16T09:16:33Z
date_published: 2019-08-19T00:00:00Z
date_updated: 2025-01-14T14:31:02Z
day: '19'
department:
- _id: XiFe
doi: 10.1016/j.cub.2019.06.084
extern: '1'
external_id:
  pmid:
  - '31378616'
intvolume: '        29'
issue: '16'
keyword:
- General Agricultural and Biological Sciences
- General Biochemistry
- Genetics and Molecular Biology
language:
- iso: eng
month: '08'
oa_version: None
page: 2676-2686.e3
pmid: 1
publication: Current Biology
publication_identifier:
  issn:
  - 0960-9822
publication_status: published
publisher: Elsevier
quality_controlled: '1'
scopus_import: '1'
status: public
title: Natural variation in TBP-ASSOCIATED FACTOR 4b controls meiotic crossover and
  germline transcription in Arabidopsis
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 29
year: '2019'
...
---
_id: '12192'
abstract:
- lang: eng
  text: Transposable elements (TEs), the movement of which can damage the genome,
    are epigenetically silenced in eukaryotes. Intriguingly, TEs are activated in
    the sperm companion cell – vegetative cell (VC) – of the flowering plant Arabidopsis
    thaliana. However, the extent and mechanism of this activation are unknown. Here
    we show that about 100 heterochromatic TEs are activated in VCs, mostly by DEMETER-catalyzed
    DNA demethylation. We further demonstrate that DEMETER access to some of these
    TEs is permitted by the natural depletion of linker histone H1 in VCs. Ectopically
    expressed H1 suppresses TEs in VCs by reducing DNA demethylation and via a methylation-independent
    mechanism. We demonstrate that H1 is required for heterochromatin condensation
    in plant cells and show that H1 overexpression creates heterochromatic foci in
    the VC progenitor cell. Taken together, our results demonstrate that the natural
    depletion of H1 during male gametogenesis facilitates DEMETER-directed DNA demethylation,
    heterochromatin relaxation, and TE activation.
acknowledgement: We thank David Twell for the pDONR-P4-P1R-pLAT52 and pDONR-P2R-P3-mRFP
  vectors, the John Innes Centre Bioimaging Facility (Elaine Barclay and Grant Calder)
  for their assistance with microscopy, and the Norwich BioScience Institute Partnership
  Computing infrastructure for Science Group for High Performance Computing resources.
  This work was funded by a Biotechnology and Biological Sciences Research Council
  (BBSRC) David Phillips Fellowship (BB/L025043/1; SH, JZ and XF), a European Research
  Council Starting Grant ('SexMeth' 804981; XF) and a Grant to Exceptional Researchers
  by the Gatsby Charitable Foundation (SH and XF).
article_number: '42530'
article_processing_charge: No
article_type: original
author:
- first_name: Shengbo
  full_name: He, Shengbo
  last_name: He
- first_name: Martin
  full_name: Vickers, Martin
  last_name: Vickers
- first_name: Jingyi
  full_name: Zhang, Jingyi
  last_name: Zhang
- first_name: Xiaoqi
  full_name: Feng, Xiaoqi
  id: e0164712-22ee-11ed-b12a-d80fcdf35958
  last_name: Feng
  orcid: 0000-0002-4008-1234
citation:
  ama: He S, Vickers M, Zhang J, Feng X. Natural depletion of histone H1 in sex cells
    causes DNA demethylation, heterochromatin decondensation and transposon activation.
    <i>eLife</i>. 2019;8. doi:<a href="https://doi.org/10.7554/elife.42530">10.7554/elife.42530</a>
  apa: He, S., Vickers, M., Zhang, J., &#38; Feng, X. (2019). Natural depletion of
    histone H1 in sex cells causes DNA demethylation, heterochromatin decondensation
    and transposon activation. <i>ELife</i>. eLife Sciences Publications. <a href="https://doi.org/10.7554/elife.42530">https://doi.org/10.7554/elife.42530</a>
  chicago: He, Shengbo, Martin Vickers, Jingyi Zhang, and Xiaoqi Feng. “Natural Depletion
    of Histone H1 in Sex Cells Causes DNA Demethylation, Heterochromatin Decondensation
    and Transposon Activation.” <i>ELife</i>. eLife Sciences Publications, 2019. <a
    href="https://doi.org/10.7554/elife.42530">https://doi.org/10.7554/elife.42530</a>.
  ieee: S. He, M. Vickers, J. Zhang, and X. Feng, “Natural depletion of histone H1
    in sex cells causes DNA demethylation, heterochromatin decondensation and transposon
    activation,” <i>eLife</i>, vol. 8. eLife Sciences Publications, 2019.
  ista: He S, Vickers M, Zhang J, Feng X. 2019. Natural depletion of histone H1 in
    sex cells causes DNA demethylation, heterochromatin decondensation and transposon
    activation. eLife. 8, 42530.
  mla: He, Shengbo, et al. “Natural Depletion of Histone H1 in Sex Cells Causes DNA
    Demethylation, Heterochromatin Decondensation and Transposon Activation.” <i>ELife</i>,
    vol. 8, 42530, eLife Sciences Publications, 2019, doi:<a href="https://doi.org/10.7554/elife.42530">10.7554/elife.42530</a>.
  short: S. He, M. Vickers, J. Zhang, X. Feng, ELife 8 (2019).
date_created: 2023-01-16T09:17:21Z
date_published: 2019-05-28T00:00:00Z
date_updated: 2025-01-14T14:31:41Z
day: '28'
ddc:
- '580'
department:
- _id: XiFe
doi: 10.7554/elife.42530
extern: '1'
external_id:
  unknown:
  - '31135340'
file:
- access_level: open_access
  checksum: ea6b89c20d59e5eb3646916fe5d568ad
  content_type: application/pdf
  creator: alisjak
  date_created: 2023-02-07T09:42:46Z
  date_updated: 2023-02-07T09:42:46Z
  file_id: '12525'
  file_name: 2019_elife_He.pdf
  file_size: 2493837
  relation: main_file
  success: 1
file_date_updated: 2023-02-07T09:42:46Z
has_accepted_license: '1'
intvolume: '         8'
keyword:
- General Immunology and Microbiology
- General Biochemistry
- Genetics and Molecular Biology
- General Medicine
- General Neuroscience
language:
- iso: eng
license: https://creativecommons.org/licenses/by/4.0/
month: '05'
oa: 1
oa_version: Published Version
publication: eLife
publication_identifier:
  issn:
  - 2050-084X
publication_status: published
publisher: eLife Sciences Publications
quality_controlled: '1'
scopus_import: '1'
status: public
title: Natural depletion of histone H1 in sex cells causes DNA demethylation, heterochromatin
  decondensation and transposon activation
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: 8
year: '2019'
...
---
_id: '27'
abstract:
- lang: eng
  text: The cerebral cortex is composed of a large variety of distinct cell-types
    including projection neurons, interneurons and glial cells which emerge from distinct
    neural stem cell (NSC) lineages. The vast majority of cortical projection neurons
    and certain classes of glial cells are generated by radial glial progenitor cells
    (RGPs) in a highly orchestrated manner. Recent studies employing single cell analysis
    and clonal lineage tracing suggest that NSC and RGP lineage progression are regulated
    in a profound deterministic manner. In this review we focus on recent advances
    based mainly on correlative phenotypic data emerging from functional genetic studies
    in mice. We establish hypotheses to test in future research and outline a conceptual
    framework how epigenetic cues modulate the generation of cell-type diversity during
    cortical development. This article is protected by copyright. All rights reserved.
acknowledgement: " This work was supported by IST Austria institutional funds; NÖ
  Forschung und Bildung \r\nn[f+b]   (C13-002)   to   SH;   a   program   grant   from
  \  the   Human   Frontiers   Science   Program (RGP0053/2014)  to SH;  the  People
  \ Programme  (Marie  Curie  Actions)  of  the  European  Union’s Seventh Framework
  Programme (FP7/2007-2013) under REA grant agreement No 618444 to SH, and the  European
  \ Research  Council  (ERC)  under  the  European  Union’s  Horizon  2020  research
  \ and innovation programme (grant agreement No 725780 LinPro)to SH.\r\n"
article_processing_charge: Yes (via OA deal)
article_type: review
author:
- first_name: Nicole
  full_name: Amberg, Nicole
  id: 4CD6AAC6-F248-11E8-B48F-1D18A9856A87
  last_name: Amberg
  orcid: 0000-0002-3183-8207
- first_name: Susanne
  full_name: Laukoter, Susanne
  id: 2D6B7A9A-F248-11E8-B48F-1D18A9856A87
  last_name: Laukoter
  orcid: 0000-0002-7903-3010
- first_name: Simon
  full_name: Hippenmeyer, Simon
  id: 37B36620-F248-11E8-B48F-1D18A9856A87
  last_name: Hippenmeyer
  orcid: 0000-0003-2279-1061
citation:
  ama: Amberg N, Laukoter S, Hippenmeyer S. Epigenetic cues modulating the generation
    of cell type diversity in the cerebral cortex. <i>Journal of Neurochemistry</i>.
    2019;149(1):12-26. doi:<a href="https://doi.org/10.1111/jnc.14601">10.1111/jnc.14601</a>
  apa: Amberg, N., Laukoter, S., &#38; Hippenmeyer, S. (2019). Epigenetic cues modulating
    the generation of cell type diversity in the cerebral cortex. <i>Journal of Neurochemistry</i>.
    Wiley. <a href="https://doi.org/10.1111/jnc.14601">https://doi.org/10.1111/jnc.14601</a>
  chicago: Amberg, Nicole, Susanne Laukoter, and Simon Hippenmeyer. “Epigenetic Cues
    Modulating the Generation of Cell Type Diversity in the Cerebral Cortex.” <i>Journal
    of Neurochemistry</i>. Wiley, 2019. <a href="https://doi.org/10.1111/jnc.14601">https://doi.org/10.1111/jnc.14601</a>.
  ieee: N. Amberg, S. Laukoter, and S. Hippenmeyer, “Epigenetic cues modulating the
    generation of cell type diversity in the cerebral cortex,” <i>Journal of Neurochemistry</i>,
    vol. 149, no. 1. Wiley, pp. 12–26, 2019.
  ista: Amberg N, Laukoter S, Hippenmeyer S. 2019. Epigenetic cues modulating the
    generation of cell type diversity in the cerebral cortex. Journal of Neurochemistry.
    149(1), 12–26.
  mla: Amberg, Nicole, et al. “Epigenetic Cues Modulating the Generation of Cell Type
    Diversity in the Cerebral Cortex.” <i>Journal of Neurochemistry</i>, vol. 149,
    no. 1, Wiley, 2019, pp. 12–26, doi:<a href="https://doi.org/10.1111/jnc.14601">10.1111/jnc.14601</a>.
  short: N. Amberg, S. Laukoter, S. Hippenmeyer, Journal of Neurochemistry 149 (2019)
    12–26.
corr_author: '1'
date_created: 2018-12-11T11:44:14Z
date_published: 2019-04-01T00:00:00Z
date_updated: 2025-04-14T07:43:05Z
day: '01'
ddc:
- '570'
department:
- _id: SiHi
doi: 10.1111/jnc.14601
ec_funded: 1
external_id:
  isi:
  - '000462680200002'
file:
- access_level: open_access
  checksum: db027721a95d36f5de36aadcd0bdf7e6
  content_type: application/pdf
  creator: kschuh
  date_created: 2020-01-07T13:35:52Z
  date_updated: 2020-07-14T12:45:45Z
  file_id: '7239'
  file_name: 2019_Wiley_Amberg.pdf
  file_size: 889709
  relation: main_file
file_date_updated: 2020-07-14T12:45:45Z
has_accepted_license: '1'
intvolume: '       149'
isi: 1
issue: '1'
language:
- iso: eng
month: '04'
oa: 1
oa_version: Published Version
page: 12-26
project:
- _id: 25D92700-B435-11E9-9278-68D0E5697425
  grant_number: LS13-002
  name: Mapping Cell-Type Specificity of the Genomic Imprintome in the Brain
- _id: 25D7962E-B435-11E9-9278-68D0E5697425
  grant_number: RGP0053/2014
  name: Quantitative Structure-Function Analysis of Cerebral Cortex Assembly at Clonal
    Level
- _id: 25D61E48-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '618444'
  name: Molecular Mechanisms of Cerebral Cortex Development
- _id: 260018B0-B435-11E9-9278-68D0E5697425
  call_identifier: H2020
  grant_number: '725780'
  name: Principles of Neural Stem Cell Lineage Progression in Cerebral Cortex Development
publication: Journal of Neurochemistry
publication_status: published
publisher: Wiley
quality_controlled: '1'
scopus_import: '1'
status: public
title: Epigenetic cues modulating the generation of cell type diversity in the cerebral
  cortex
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: c635000d-4b10-11ee-a964-aac5a93f6ac1
volume: 149
year: '2019'
...
---
_id: '301'
abstract:
- lang: eng
  text: A representation formula for solutions of stochastic partial differential
    equations with Dirichlet boundary conditions is proved. The scope of our setting
    is wide enough to cover the general situation when the backward characteristics
    that appear in the usual formulation are not even defined in the Itô sense.
article_processing_charge: No
article_type: original
arxiv: 1
author:
- first_name: Mate
  full_name: Gerencser, Mate
  id: 44ECEDF2-F248-11E8-B48F-1D18A9856A87
  last_name: Gerencser
- first_name: István
  full_name: Gyöngy, István
  last_name: Gyöngy
citation:
  ama: Gerencser M, Gyöngy I. A Feynman–Kac formula for stochastic Dirichlet problems.
    <i>Stochastic Processes and their Applications</i>. 2019;129(3):995-1012. doi:<a
    href="https://doi.org/10.1016/j.spa.2018.04.003">10.1016/j.spa.2018.04.003</a>
  apa: Gerencser, M., &#38; Gyöngy, I. (2019). A Feynman–Kac formula for stochastic
    Dirichlet problems. <i>Stochastic Processes and Their Applications</i>. Elsevier.
    <a href="https://doi.org/10.1016/j.spa.2018.04.003">https://doi.org/10.1016/j.spa.2018.04.003</a>
  chicago: Gerencser, Mate, and István Gyöngy. “A Feynman–Kac Formula for Stochastic
    Dirichlet Problems.” <i>Stochastic Processes and Their Applications</i>. Elsevier,
    2019. <a href="https://doi.org/10.1016/j.spa.2018.04.003">https://doi.org/10.1016/j.spa.2018.04.003</a>.
  ieee: M. Gerencser and I. Gyöngy, “A Feynman–Kac formula for stochastic Dirichlet
    problems,” <i>Stochastic Processes and their Applications</i>, vol. 129, no. 3.
    Elsevier, pp. 995–1012, 2019.
  ista: Gerencser M, Gyöngy I. 2019. A Feynman–Kac formula for stochastic Dirichlet
    problems. Stochastic Processes and their Applications. 129(3), 995–1012.
  mla: Gerencser, Mate, and István Gyöngy. “A Feynman–Kac Formula for Stochastic Dirichlet
    Problems.” <i>Stochastic Processes and Their Applications</i>, vol. 129, no. 3,
    Elsevier, 2019, pp. 995–1012, doi:<a href="https://doi.org/10.1016/j.spa.2018.04.003">10.1016/j.spa.2018.04.003</a>.
  short: M. Gerencser, I. Gyöngy, Stochastic Processes and Their Applications 129
    (2019) 995–1012.
date_created: 2018-12-11T11:45:42Z
date_published: 2019-03-01T00:00:00Z
date_updated: 2023-08-24T14:20:49Z
day: '01'
department:
- _id: JaMa
doi: 10.1016/j.spa.2018.04.003
external_id:
  arxiv:
  - '1611.04177'
  isi:
  - '000458945300012'
intvolume: '       129'
isi: 1
issue: '3'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/1611.04177
month: '03'
oa: 1
oa_version: Preprint
page: 995-1012
publication: Stochastic Processes and their Applications
publication_status: published
publisher: Elsevier
quality_controlled: '1'
scopus_import: '1'
status: public
title: A Feynman–Kac formula for stochastic Dirichlet problems
type: journal_article
user_id: 4359f0d1-fa6c-11eb-b949-802e58b17ae8
volume: 129
year: '2019'
...
---
_id: '138'
abstract:
- lang: eng
  text: Autoregulation is the direct modulation of gene expression by the product
    of the corresponding gene. Autoregulation of bacterial gene expression has been
    mostly studied at the transcriptional level, when a protein acts as the cognate
    transcriptional repressor. A recent study investigating dynamics of the bacterial
    toxin–antitoxin MazEF system has shown how autoregulation at both the transcriptional
    and post-transcriptional levels affects the heterogeneity of Escherichia coli
    populations. Toxin–antitoxin systems hold a crucial but still elusive part in
    bacterial response to stress. This perspective highlights how these modules can
    also serve as a great model system for investigating basic concepts in gene regulation.
    However, as the genomic background and environmental conditions substantially
    influence toxin activation, it is important to study (auto)regulation of toxin–antitoxin
    systems in well-defined setups as well as in conditions that resemble the environmental
    niche.
article_processing_charge: Yes (via OA deal)
author:
- first_name: Nela
  full_name: Nikolic, Nela
  id: 42D9CABC-F248-11E8-B48F-1D18A9856A87
  last_name: Nikolic
  orcid: 0000-0001-9068-6090
citation:
  ama: 'Nikolic N. Autoregulation of bacterial gene expression: lessons from the MazEF
    toxin–antitoxin system. <i>Current Genetics</i>. 2019;65(1):133-138. doi:<a href="https://doi.org/10.1007/s00294-018-0879-8">10.1007/s00294-018-0879-8</a>'
  apa: 'Nikolic, N. (2019). Autoregulation of bacterial gene expression: lessons from
    the MazEF toxin–antitoxin system. <i>Current Genetics</i>. Springer. <a href="https://doi.org/10.1007/s00294-018-0879-8">https://doi.org/10.1007/s00294-018-0879-8</a>'
  chicago: 'Nikolic, Nela. “Autoregulation of Bacterial Gene Expression: Lessons from
    the MazEF Toxin–Antitoxin System.” <i>Current Genetics</i>. Springer, 2019. <a
    href="https://doi.org/10.1007/s00294-018-0879-8">https://doi.org/10.1007/s00294-018-0879-8</a>.'
  ieee: 'N. Nikolic, “Autoregulation of bacterial gene expression: lessons from the
    MazEF toxin–antitoxin system,” <i>Current Genetics</i>, vol. 65, no. 1. Springer,
    pp. 133–138, 2019.'
  ista: 'Nikolic N. 2019. Autoregulation of bacterial gene expression: lessons from
    the MazEF toxin–antitoxin system. Current Genetics. 65(1), 133–138.'
  mla: 'Nikolic, Nela. “Autoregulation of Bacterial Gene Expression: Lessons from
    the MazEF Toxin–Antitoxin System.” <i>Current Genetics</i>, vol. 65, no. 1, Springer,
    2019, pp. 133–38, doi:<a href="https://doi.org/10.1007/s00294-018-0879-8">10.1007/s00294-018-0879-8</a>.'
  short: N. Nikolic, Current Genetics 65 (2019) 133–138.
date_created: 2018-12-11T11:44:50Z
date_published: 2019-02-01T00:00:00Z
date_updated: 2025-04-15T06:50:19Z
day: '01'
ddc:
- '570'
department:
- _id: CaGu
doi: 10.1007/s00294-018-0879-8
ec_funded: 1
external_id:
  isi:
  - '000456958800017'
file:
- access_level: open_access
  checksum: 6779708b0b632a1a6ed28c56f5161142
  content_type: application/pdf
  creator: dernst
  date_created: 2019-02-06T07:50:58Z
  date_updated: 2020-07-14T12:44:47Z
  file_id: '5930'
  file_name: 2019_CurrentGenetics_Nikolic.pdf
  file_size: 776399
  relation: main_file
file_date_updated: 2020-07-14T12:44:47Z
has_accepted_license: '1'
intvolume: '        65'
isi: 1
issue: '1'
language:
- iso: eng
month: '02'
oa: 1
oa_version: Published Version
page: 133-138
project:
- _id: 25681D80-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '291734'
  name: International IST Postdoc Fellowship Programme
publication: Current Genetics
publication_status: published
publisher: Springer
publist_id: '7785'
quality_controlled: '1'
scopus_import: '1'
status: public
title: 'Autoregulation of bacterial gene expression: lessons from the MazEF toxin–antitoxin
  system'
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: c635000d-4b10-11ee-a964-aac5a93f6ac1
volume: 65
year: '2019'
...
---
_id: '14184'
abstract:
- lang: eng
  text: "Learning disentangled representations is considered a cornerstone problem
    in\r\nrepresentation learning. Recently, Locatello et al. (2019) demonstrated
    that\r\nunsupervised disentanglement learning without inductive biases is theoretically\r\nimpossible
    and that existing inductive biases and unsupervised methods do not\r\nallow to
    consistently learn disentangled representations. However, in many\r\npractical
    settings, one might have access to a limited amount of supervision,\r\nfor example
    through manual labeling of (some) factors of variation in a few\r\ntraining examples.
    In this paper, we investigate the impact of such supervision\r\non state-of-the-art
    disentanglement methods and perform a large scale study,\r\ntraining over 52000
    models under well-defined and reproducible experimental\r\nconditions. We observe
    that a small number of labeled examples (0.01--0.5\\% of\r\nthe data set), with
    potentially imprecise and incomplete labels, is sufficient\r\nto perform model
    selection on state-of-the-art unsupervised models. Further, we\r\ninvestigate
    the benefit of incorporating supervision into the training process.\r\nOverall,
    we empirically validate that with little and imprecise supervision it\r\nis possible
    to reliably learn disentangled representations."
article_processing_charge: No
arxiv: 1
author:
- first_name: Francesco
  full_name: Locatello, Francesco
  id: 26cfd52f-2483-11ee-8040-88983bcc06d4
  last_name: Locatello
  orcid: 0000-0002-4850-0683
- first_name: Michael
  full_name: Tschannen, Michael
  last_name: Tschannen
- first_name: Stefan
  full_name: Bauer, Stefan
  last_name: Bauer
- first_name: Gunnar
  full_name: Rätsch, Gunnar
  last_name: Rätsch
- first_name: Bernhard
  full_name: Schölkopf, Bernhard
  last_name: Schölkopf
- first_name: Olivier
  full_name: Bachem, Olivier
  last_name: Bachem
citation:
  ama: 'Locatello F, Tschannen M, Bauer S, Rätsch G, Schölkopf B, Bachem O. Disentangling
    factors of variation using few labels. In: <i>8th International Conference on
    Learning Representations</i>. ; 2019.'
  apa: Locatello, F., Tschannen, M., Bauer, S., Rätsch, G., Schölkopf, B., &#38; Bachem,
    O. (2019). Disentangling factors of variation using few labels. In <i>8th International
    Conference on Learning Representations</i>. Virtual.
  chicago: Locatello, Francesco, Michael Tschannen, Stefan Bauer, Gunnar Rätsch, Bernhard
    Schölkopf, and Olivier Bachem. “Disentangling Factors of Variation Using Few Labels.”
    In <i>8th International Conference on Learning Representations</i>, 2019.
  ieee: F. Locatello, M. Tschannen, S. Bauer, G. Rätsch, B. Schölkopf, and O. Bachem,
    “Disentangling factors of variation using few labels,” in <i>8th International
    Conference on Learning Representations</i>, Virtual, 2019.
  ista: 'Locatello F, Tschannen M, Bauer S, Rätsch G, Schölkopf B, Bachem O. 2019.
    Disentangling factors of variation using few labels. 8th International Conference
    on Learning Representations. ICLR: International Conference on Learning Representations.'
  mla: Locatello, Francesco, et al. “Disentangling Factors of Variation Using Few
    Labels.” <i>8th International Conference on Learning Representations</i>, 2019.
  short: F. Locatello, M. Tschannen, S. Bauer, G. Rätsch, B. Schölkopf, O. Bachem,
    in:, 8th International Conference on Learning Representations, 2019.
conference:
  end_date: 2020-05-01
  location: Virtual
  name: 'ICLR: International Conference on Learning Representations'
  start_date: 2020-04-26
date_created: 2023-08-22T14:06:37Z
date_published: 2019-12-20T00:00:00Z
date_updated: 2023-09-12T07:01:34Z
day: '20'
department:
- _id: FrLo
extern: '1'
external_id:
  arxiv:
  - '1905.01258'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/1905.01258
month: '12'
oa: 1
oa_version: Preprint
publication: 8th International Conference on Learning Representations
publication_status: published
quality_controlled: '1'
scopus_import: '1'
status: public
title: Disentangling factors of variation using few labels
type: conference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
year: '2019'
...
---
_id: '14189'
abstract:
- lang: eng
  text: "We consider the problem of recovering a common latent source with independent\r\ncomponents
    from multiple views. This applies to settings in which a variable is\r\nmeasured
    with multiple experimental modalities, and where the goal is to\r\nsynthesize
    the disparate measurements into a single unified representation. We\r\nconsider
    the case that the observed views are a nonlinear mixing of\r\ncomponent-wise corruptions
    of the sources. When the views are considered\r\nseparately, this reduces to nonlinear
    Independent Component Analysis (ICA) for\r\nwhich it is provably impossible to
    undo the mixing. We present novel\r\nidentifiability proofs that this is possible
    when the multiple views are\r\nconsidered jointly, showing that the mixing can
    theoretically be undone using\r\nfunction approximators such as deep neural networks.
    In contrast to known\r\nidentifiability results for nonlinear ICA, we prove that
    independent latent\r\nsources with arbitrary mixing can be recovered as long as
    multiple,\r\nsufficiently different noisy views are available."
alternative_title:
- PMLR
article_processing_charge: No
arxiv: 1
author:
- first_name: Luigi
  full_name: Gresele, Luigi
  last_name: Gresele
- first_name: Paul K.
  full_name: Rubenstein, Paul K.
  last_name: Rubenstein
- first_name: Arash
  full_name: Mehrjou, Arash
  last_name: Mehrjou
- first_name: Francesco
  full_name: Locatello, Francesco
  id: 26cfd52f-2483-11ee-8040-88983bcc06d4
  last_name: Locatello
  orcid: 0000-0002-4850-0683
- first_name: Bernhard
  full_name: Schölkopf, Bernhard
  last_name: Schölkopf
citation:
  ama: 'Gresele L, Rubenstein PK, Mehrjou A, Locatello F, Schölkopf B. The incomplete
    Rosetta Stone problem: Identifiability results for multi-view nonlinear ICA. In:
    <i>Proceedings of the 35th Conference on Uncertainty in Artificial  Intelligence</i>.
    Vol 115. ML Research Press; 2019:217-227.'
  apa: 'Gresele, L., Rubenstein, P. K., Mehrjou, A., Locatello, F., &#38; Schölkopf,
    B. (2019). The incomplete Rosetta Stone problem: Identifiability results for multi-view
    nonlinear ICA. In <i>Proceedings of the 35th Conference on Uncertainty in Artificial 
    Intelligence</i> (Vol. 115, pp. 217–227). Tel Aviv, Israel: ML Research Press.'
  chicago: 'Gresele, Luigi, Paul K. Rubenstein, Arash Mehrjou, Francesco Locatello,
    and Bernhard Schölkopf. “The Incomplete Rosetta Stone Problem: Identifiability
    Results for Multi-View Nonlinear ICA.” In <i>Proceedings of the 35th Conference
    on Uncertainty in Artificial  Intelligence</i>, 115:217–27. ML Research Press,
    2019.'
  ieee: 'L. Gresele, P. K. Rubenstein, A. Mehrjou, F. Locatello, and B. Schölkopf,
    “The incomplete Rosetta Stone problem: Identifiability results for multi-view
    nonlinear ICA,” in <i>Proceedings of the 35th Conference on Uncertainty in Artificial 
    Intelligence</i>, Tel Aviv, Israel, 2019, vol. 115, pp. 217–227.'
  ista: 'Gresele L, Rubenstein PK, Mehrjou A, Locatello F, Schölkopf B. 2019. The
    incomplete Rosetta Stone problem: Identifiability results for multi-view nonlinear
    ICA. Proceedings of the 35th Conference on Uncertainty in Artificial  Intelligence.
    UAI: Uncertainty in Artificial Intelligence, PMLR, vol. 115, 217–227.'
  mla: 'Gresele, Luigi, et al. “The Incomplete Rosetta Stone Problem: Identifiability
    Results for Multi-View Nonlinear ICA.” <i>Proceedings of the 35th Conference on
    Uncertainty in Artificial  Intelligence</i>, vol. 115, ML Research Press, 2019,
    pp. 217–27.'
  short: L. Gresele, P.K. Rubenstein, A. Mehrjou, F. Locatello, B. Schölkopf, in:,
    Proceedings of the 35th Conference on Uncertainty in Artificial  Intelligence,
    ML Research Press, 2019, pp. 217–227.
conference:
  end_date: 2019-07-25
  location: Tel Aviv, Israel
  name: 'UAI: Uncertainty in Artificial Intelligence'
  start_date: 2019-07-22
date_created: 2023-08-22T14:08:35Z
date_published: 2019-05-16T00:00:00Z
date_updated: 2023-09-12T08:07:38Z
day: '16'
department:
- _id: FrLo
extern: '1'
external_id:
  arxiv:
  - '1905.06642'
intvolume: '       115'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/1905.06642
month: '05'
oa: 1
oa_version: Preprint
page: 217-227
publication: Proceedings of the 35th Conference on Uncertainty in Artificial  Intelligence
publication_status: published
publisher: ML Research Press
quality_controlled: '1'
scopus_import: '1'
status: public
title: 'The incomplete Rosetta Stone problem: Identifiability results for multi-view
  nonlinear ICA'
type: conference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 115
year: '2019'
...
---
_id: '14190'
abstract:
- lang: eng
  text: "Learning meaningful and compact representations with disentangled semantic\r\naspects
    is considered to be of key importance in representation learning. Since\r\nreal-world
    data is notoriously costly to collect, many recent state-of-the-art\r\ndisentanglement
    models have heavily relied on synthetic toy data-sets. In this\r\npaper, we propose
    a novel data-set which consists of over one million images of\r\nphysical 3D objects
    with seven factors of variation, such as object color,\r\nshape, size and position.
    In order to be able to control all the factors of\r\nvariation precisely, we built
    an experimental platform where the objects are\r\nbeing moved by a robotic arm.
    In addition, we provide two more datasets which\r\nconsist of simulations of the
    experimental setup. These datasets provide for\r\nthe first time the possibility
    to systematically investigate how well different\r\ndisentanglement methods perform
    on real data in comparison to simulation, and\r\nhow simulated data can be leveraged
    to build better representations of the real\r\nworld. We provide a first experimental
    study of these questions and our results\r\nindicate that learned models transfer
    poorly, but that model and hyperparameter\r\nselection is an effective means of
    transferring information to the real world."
article_processing_charge: No
arxiv: 1
author:
- first_name: Muhammad Waleed
  full_name: Gondal, Muhammad Waleed
  last_name: Gondal
- first_name: Manuel
  full_name: Wüthrich, Manuel
  last_name: Wüthrich
- first_name: Đorđe
  full_name: Miladinović, Đorđe
  last_name: Miladinović
- first_name: Francesco
  full_name: Locatello, Francesco
  id: 26cfd52f-2483-11ee-8040-88983bcc06d4
  last_name: Locatello
  orcid: 0000-0002-4850-0683
- first_name: Martin
  full_name: Breidt, Martin
  last_name: Breidt
- first_name: Valentin
  full_name: Volchkov, Valentin
  last_name: Volchkov
- first_name: Joel
  full_name: Akpo, Joel
  last_name: Akpo
- first_name: Olivier
  full_name: Bachem, Olivier
  last_name: Bachem
- first_name: Bernhard
  full_name: Schölkopf, Bernhard
  last_name: Schölkopf
- first_name: Stefan
  full_name: Bauer, Stefan
  last_name: Bauer
citation:
  ama: 'Gondal MW, Wüthrich M, Miladinović Đ, et al. On the transfer of inductive
    bias from simulation to the real world: a new disentanglement dataset. In: <i>Advances
    in Neural Information Processing Systems</i>. Vol 32. ; 2019.'
  apa: 'Gondal, M. W., Wüthrich, M., Miladinović, Đ., Locatello, F., Breidt, M., Volchkov,
    V., … Bauer, S. (2019). On the transfer of inductive bias from simulation to the
    real world: a new disentanglement dataset. In <i>Advances in Neural Information
    Processing Systems</i> (Vol. 32). Vancouver, Canada.'
  chicago: 'Gondal, Muhammad Waleed, Manuel Wüthrich, Đorđe Miladinović, Francesco
    Locatello, Martin Breidt, Valentin Volchkov, Joel Akpo, Olivier Bachem, Bernhard
    Schölkopf, and Stefan Bauer. “On the Transfer of Inductive Bias from Simulation
    to the Real World: A New Disentanglement Dataset.” In <i>Advances in Neural Information
    Processing Systems</i>, Vol. 32, 2019.'
  ieee: 'M. W. Gondal <i>et al.</i>, “On the transfer of inductive bias from simulation
    to the real world: a new disentanglement dataset,” in <i>Advances in Neural Information
    Processing Systems</i>, Vancouver, Canada, 2019, vol. 32.'
  ista: 'Gondal MW, Wüthrich M, Miladinović Đ, Locatello F, Breidt M, Volchkov V,
    Akpo J, Bachem O, Schölkopf B, Bauer S. 2019. On the transfer of inductive bias
    from simulation to the real world: a new disentanglement dataset. Advances in
    Neural Information Processing Systems. NeurIPS: Neural Information Processing
    Systems vol. 32.'
  mla: 'Gondal, Muhammad Waleed, et al. “On the Transfer of Inductive Bias from Simulation
    to the Real World: A New Disentanglement Dataset.” <i>Advances in Neural Information
    Processing Systems</i>, vol. 32, 2019.'
  short: M.W. Gondal, M. Wüthrich, Đ. Miladinović, F. Locatello, M. Breidt, V. Volchkov,
    J. Akpo, O. Bachem, B. Schölkopf, S. Bauer, in:, Advances in Neural Information
    Processing Systems, 2019.
conference:
  end_date: 2019-12-14
  location: Vancouver, Canada
  name: 'NeurIPS: Neural Information Processing Systems'
  start_date: 2019-12-08
date_created: 2023-08-22T14:09:13Z
date_published: 2019-06-07T00:00:00Z
date_updated: 2023-09-13T09:46:38Z
day: '07'
department:
- _id: FrLo
extern: '1'
external_id:
  arxiv:
  - '1906.03292'
intvolume: '        32'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/1906.03292
month: '06'
oa: 1
oa_version: Preprint
publication: Advances in Neural Information Processing Systems
publication_identifier:
  isbn:
  - '9781713807933'
publication_status: published
quality_controlled: '1'
status: public
title: 'On the transfer of inductive bias from simulation to the real world: a new
  disentanglement dataset'
type: conference
user_id: c635000d-4b10-11ee-a964-aac5a93f6ac1
volume: 32
year: '2019'
...
---
_id: '14191'
abstract:
- lang: eng
  text: A broad class of convex optimization problems can be formulated as a semidefinite
    program (SDP), minimization of a convex function over the positive-semidefinite
    cone subject to some affine constraints. The majority of classical SDP solvers
    are designed for the deterministic setting where problem data is readily available.
    In this setting, generalized conditional gradient methods (aka Frank-Wolfe-type
    methods) provide scalable solutions by leveraging the so-called linear minimization
    oracle instead of the projection onto the semidefinite cone. Most problems in
    machine learning and modern engineering applications, however, contain some degree
    of stochasticity. In this work, we propose the first conditional-gradient-type
    method for solving stochastic optimization problems under affine constraints.
    Our method guarantees O(k−1/3) convergence rate in expectation on the objective
    residual and O(k−5/12) on the feasibility gap.
article_processing_charge: No
arxiv: 1
author:
- first_name: Francesco
  full_name: Locatello, Francesco
  id: 26cfd52f-2483-11ee-8040-88983bcc06d4
  last_name: Locatello
  orcid: 0000-0002-4850-0683
- first_name: Alp
  full_name: Yurtsever, Alp
  last_name: Yurtsever
- first_name: Olivier
  full_name: Fercoq, Olivier
  last_name: Fercoq
- first_name: Volkan
  full_name: Cevher, Volkan
  last_name: Cevher
citation:
  ama: 'Locatello F, Yurtsever A, Fercoq O, Cevher V. Stochastic Frank-Wolfe for composite
    convex minimization. In: <i>Advances in Neural Information Processing Systems</i>.
    Vol 32. ; 2019:14291–14301.'
  apa: Locatello, F., Yurtsever, A., Fercoq, O., &#38; Cevher, V. (2019). Stochastic
    Frank-Wolfe for composite convex minimization. In <i>Advances in Neural Information
    Processing Systems</i> (Vol. 32, pp. 14291–14301). Vancouver, Canada.
  chicago: Locatello, Francesco, Alp Yurtsever, Olivier Fercoq, and Volkan Cevher.
    “Stochastic Frank-Wolfe for Composite Convex Minimization.” In <i>Advances in
    Neural Information Processing Systems</i>, 32:14291–14301, 2019.
  ieee: F. Locatello, A. Yurtsever, O. Fercoq, and V. Cevher, “Stochastic Frank-Wolfe
    for composite convex minimization,” in <i>Advances in Neural Information Processing
    Systems</i>, Vancouver, Canada, 2019, vol. 32, pp. 14291–14301.
  ista: 'Locatello F, Yurtsever A, Fercoq O, Cevher V. 2019. Stochastic Frank-Wolfe
    for composite convex minimization. Advances in Neural Information Processing Systems.
    NeurIPS: Neural Information Processing Systems vol. 32, 14291–14301.'
  mla: Locatello, Francesco, et al. “Stochastic Frank-Wolfe for Composite Convex Minimization.”
    <i>Advances in Neural Information Processing Systems</i>, vol. 32, 2019, pp. 14291–14301.
  short: F. Locatello, A. Yurtsever, O. Fercoq, V. Cevher, in:, Advances in Neural
    Information Processing Systems, 2019, pp. 14291–14301.
conference:
  end_date: 2019-12-14
  location: Vancouver, Canada
  name: 'NeurIPS: Neural Information Processing Systems'
  start_date: 2019-12-08
date_created: 2023-08-22T14:09:35Z
date_published: 2019-12-29T00:00:00Z
date_updated: 2023-09-12T08:48:45Z
day: '29'
department:
- _id: FrLo
extern: '1'
external_id:
  arxiv:
  - '1901.10348'
intvolume: '        32'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/1901.10348
month: '12'
oa: 1
oa_version: Preprint
page: 14291–14301
publication: Advances in Neural Information Processing Systems
publication_identifier:
  isbn:
  - '9781713807933'
publication_status: published
quality_controlled: '1'
scopus_import: '1'
status: public
title: Stochastic Frank-Wolfe for composite convex minimization
type: conference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 32
year: '2019'
...
---
_id: '14193'
abstract:
- lang: eng
  text: "A disentangled representation encodes information about the salient factors\r\nof
    variation in the data independently. Although it is often argued that this\r\nrepresentational
    format is useful in learning to solve many real-world\r\ndown-stream tasks, there
    is little empirical evidence that supports this claim.\r\nIn this paper, we conduct
    a large-scale study that investigates whether\r\ndisentangled representations
    are more suitable for abstract reasoning tasks.\r\nUsing two new tasks similar
    to Raven's Progressive Matrices, we evaluate the\r\nusefulness of the representations
    learned by 360 state-of-the-art unsupervised\r\ndisentanglement models. Based
    on these representations, we train 3600 abstract\r\nreasoning models and observe
    that disentangled representations do in fact lead\r\nto better down-stream performance.
    In particular, they enable quicker learning\r\nusing fewer samples."
article_processing_charge: No
arxiv: 1
author:
- first_name: Sjoerd van
  full_name: Steenkiste, Sjoerd van
  last_name: Steenkiste
- first_name: Francesco
  full_name: Locatello, Francesco
  id: 26cfd52f-2483-11ee-8040-88983bcc06d4
  last_name: Locatello
  orcid: 0000-0002-4850-0683
- first_name: Jürgen
  full_name: Schmidhuber, Jürgen
  last_name: Schmidhuber
- first_name: Olivier
  full_name: Bachem, Olivier
  last_name: Bachem
citation:
  ama: 'Steenkiste S van, Locatello F, Schmidhuber J, Bachem O. Are disentangled representations
    helpful for abstract visual reasoning? In: <i>Advances in Neural Information Processing
    Systems</i>. Vol 32. ; 2019.'
  apa: Steenkiste, S. van, Locatello, F., Schmidhuber, J., &#38; Bachem, O. (2019).
    Are disentangled representations helpful for abstract visual reasoning? In <i>Advances
    in Neural Information Processing Systems</i> (Vol. 32). Vancouver, Canada.
  chicago: Steenkiste, Sjoerd van, Francesco Locatello, Jürgen Schmidhuber, and Olivier
    Bachem. “Are Disentangled Representations Helpful for Abstract Visual Reasoning?”
    In <i>Advances in Neural Information Processing Systems</i>, Vol. 32, 2019.
  ieee: S. van Steenkiste, F. Locatello, J. Schmidhuber, and O. Bachem, “Are disentangled
    representations helpful for abstract visual reasoning?,” in <i>Advances in Neural
    Information Processing Systems</i>, Vancouver, Canada, 2019, vol. 32.
  ista: 'Steenkiste S van, Locatello F, Schmidhuber J, Bachem O. 2019. Are disentangled
    representations helpful for abstract visual reasoning? Advances in Neural Information
    Processing Systems. NeurIPS: Neural Information Processing Systems vol. 32.'
  mla: Steenkiste, Sjoerd van, et al. “Are Disentangled Representations Helpful for
    Abstract Visual Reasoning?” <i>Advances in Neural Information Processing Systems</i>,
    vol. 32, 2019.
  short: S. van Steenkiste, F. Locatello, J. Schmidhuber, O. Bachem, in:, Advances
    in Neural Information Processing Systems, 2019.
conference:
  end_date: 2019-12-14
  location: Vancouver, Canada
  name: 'NeurIPS: Neural Information Processing Systems'
  start_date: 2019-12-08
date_created: 2023-08-22T14:09:53Z
date_published: 2019-05-29T00:00:00Z
date_updated: 2024-10-14T12:28:15Z
day: '29'
department:
- _id: FrLo
extern: '1'
external_id:
  arxiv:
  - '1905.12506'
intvolume: '        32'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.48550/arXiv.1905.12506
month: '05'
oa: 1
oa_version: Preprint
publication: Advances in Neural Information Processing Systems
publication_identifier:
  isbn:
  - '9781713807933'
publication_status: published
quality_controlled: '1'
status: public
title: Are disentangled representations helpful for abstract visual reasoning?
type: conference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 32
year: '2019'
...
---
_id: '14197'
abstract:
- lang: eng
  text: "Recently there has been a significant interest in learning disentangled\r\nrepresentations,
    as they promise increased interpretability, generalization to\r\nunseen scenarios
    and faster learning on downstream tasks. In this paper, we\r\ninvestigate the
    usefulness of different notions of disentanglement for\r\nimproving the fairness
    of downstream prediction tasks based on representations.\r\nWe consider the setting
    where the goal is to predict a target variable based on\r\nthe learned representation
    of high-dimensional observations (such as images)\r\nthat depend on both the target
    variable and an \\emph{unobserved} sensitive\r\nvariable. We show that in this
    setting both the optimal and empirical\r\npredictions can be unfair, even if the
    target variable and the sensitive\r\nvariable are independent. Analyzing the representations
    of more than\r\n\\num{12600} trained state-of-the-art disentangled models, we
    observe that\r\nseveral disentanglement scores are consistently correlated with
    increased\r\nfairness, suggesting that disentanglement may be a useful property
    to encourage\r\nfairness when sensitive variables are not observed."
article_processing_charge: No
arxiv: 1
author:
- first_name: Francesco
  full_name: Locatello, Francesco
  id: 26cfd52f-2483-11ee-8040-88983bcc06d4
  last_name: Locatello
  orcid: 0000-0002-4850-0683
- first_name: Gabriele
  full_name: Abbati, Gabriele
  last_name: Abbati
- first_name: Tom
  full_name: Rainforth, Tom
  last_name: Rainforth
- first_name: Stefan
  full_name: Bauer, Stefan
  last_name: Bauer
- first_name: Bernhard
  full_name: Schölkopf, Bernhard
  last_name: Schölkopf
- first_name: Olivier
  full_name: Bachem, Olivier
  last_name: Bachem
citation:
  ama: 'Locatello F, Abbati G, Rainforth T, Bauer S, Schölkopf B, Bachem O. On the
    fairness of disentangled representations. In: <i>Advances in Neural Information
    Processing Systems</i>. Vol 32. ; 2019:14611–14624.'
  apa: Locatello, F., Abbati, G., Rainforth, T., Bauer, S., Schölkopf, B., &#38; Bachem,
    O. (2019). On the fairness of disentangled representations. In <i>Advances in
    Neural Information Processing Systems</i> (Vol. 32, pp. 14611–14624). Vancouver,
    Canada.
  chicago: Locatello, Francesco, Gabriele Abbati, Tom Rainforth, Stefan Bauer, Bernhard
    Schölkopf, and Olivier Bachem. “On the Fairness of Disentangled Representations.”
    In <i>Advances in Neural Information Processing Systems</i>, 32:14611–14624, 2019.
  ieee: F. Locatello, G. Abbati, T. Rainforth, S. Bauer, B. Schölkopf, and O. Bachem,
    “On the fairness of disentangled representations,” in <i>Advances in Neural Information
    Processing Systems</i>, Vancouver, Canada, 2019, vol. 32, pp. 14611–14624.
  ista: 'Locatello F, Abbati G, Rainforth T, Bauer S, Schölkopf B, Bachem O. 2019.
    On the fairness of disentangled representations. Advances in Neural Information
    Processing Systems. NeurIPS: Neural Information Processing Systems vol. 32, 14611–14624.'
  mla: Locatello, Francesco, et al. “On the Fairness of Disentangled Representations.”
    <i>Advances in Neural Information Processing Systems</i>, vol. 32, 2019, pp. 14611–14624.
  short: F. Locatello, G. Abbati, T. Rainforth, S. Bauer, B. Schölkopf, O. Bachem,
    in:, Advances in Neural Information Processing Systems, 2019, pp. 14611–14624.
conference:
  end_date: 2019-12-14
  location: Vancouver, Canada
  name: 'NeurIPS: Neural Information Processing Systems'
  start_date: 2019-12-08
date_created: 2023-08-22T14:12:28Z
date_published: 2019-12-08T00:00:00Z
date_updated: 2024-10-14T12:29:05Z
day: '08'
department:
- _id: FrLo
extern: '1'
external_id:
  arxiv:
  - '1905.13662'
intvolume: '        32'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/1905.13662
month: '12'
oa: 1
oa_version: Preprint
page: 14611–14624
publication: Advances in Neural Information Processing Systems
publication_identifier:
  isbn:
  - '9781713807933'
publication_status: published
quality_controlled: '1'
scopus_import: '1'
status: public
title: On the fairness of disentangled representations
type: conference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 32
year: '2019'
...
---
_id: '14200'
abstract:
- lang: eng
  text: "The key idea behind the unsupervised learning of disentangled representations\r\nis
    that real-world data is generated by a few explanatory factors of variation\r\nwhich
    can be recovered by unsupervised learning algorithms. In this paper, we\r\nprovide
    a sober look at recent progress in the field and challenge some common\r\nassumptions.
    We first theoretically show that the unsupervised learning of\r\ndisentangled
    representations is fundamentally impossible without inductive\r\nbiases on both
    the models and the data. Then, we train more than 12000 models\r\ncovering most
    prominent methods and evaluation metrics in a reproducible\r\nlarge-scale experimental
    study on seven different data sets. We observe that\r\nwhile the different methods
    successfully enforce properties ``encouraged'' by\r\nthe corresponding losses,
    well-disentangled models seemingly cannot be\r\nidentified without supervision.
    Furthermore, increased disentanglement does not\r\nseem to lead to a decreased
    sample complexity of learning for downstream tasks.\r\nOur results suggest that
    future work on disentanglement learning should be\r\nexplicit about the role of
    inductive biases and (implicit) supervision,\r\ninvestigate concrete benefits
    of enforcing disentanglement of the learned\r\nrepresentations, and consider a
    reproducible experimental setup covering\r\nseveral data sets."
article_processing_charge: No
arxiv: 1
author:
- first_name: Francesco
  full_name: Locatello, Francesco
  id: 26cfd52f-2483-11ee-8040-88983bcc06d4
  last_name: Locatello
  orcid: 0000-0002-4850-0683
- first_name: Stefan
  full_name: Bauer, Stefan
  last_name: Bauer
- first_name: Mario
  full_name: Lucic, Mario
  last_name: Lucic
- first_name: Gunnar
  full_name: Rätsch, Gunnar
  last_name: Rätsch
- first_name: Sylvain
  full_name: Gelly, Sylvain
  last_name: Gelly
- first_name: Bernhard
  full_name: Schölkopf, Bernhard
  last_name: Schölkopf
- first_name: Olivier
  full_name: Bachem, Olivier
  last_name: Bachem
citation:
  ama: 'Locatello F, Bauer S, Lucic M, et al. Challenging common assumptions in the
    unsupervised learning of disentangled representations. In: <i>Proceedings of the
    36th International Conference on Machine Learning</i>. Vol 97. ML Research Press;
    2019:4114-4124.'
  apa: 'Locatello, F., Bauer, S., Lucic, M., Rätsch, G., Gelly, S., Schölkopf, B.,
    &#38; Bachem, O. (2019). Challenging common assumptions in the unsupervised learning
    of disentangled representations. In <i>Proceedings of the 36th International Conference
    on Machine Learning</i> (Vol. 97, pp. 4114–4124). Long Beach, CA, United States:
    ML Research Press.'
  chicago: Locatello, Francesco, Stefan Bauer, Mario Lucic, Gunnar Rätsch, Sylvain
    Gelly, Bernhard Schölkopf, and Olivier Bachem. “Challenging Common Assumptions
    in the Unsupervised Learning of Disentangled Representations.” In <i>Proceedings
    of the 36th International Conference on Machine Learning</i>, 97:4114–24. ML Research
    Press, 2019.
  ieee: F. Locatello <i>et al.</i>, “Challenging common assumptions in the unsupervised
    learning of disentangled representations,” in <i>Proceedings of the 36th International
    Conference on Machine Learning</i>, Long Beach, CA, United States, 2019, vol.
    97, pp. 4114–4124.
  ista: Locatello F, Bauer S, Lucic M, Rätsch G, Gelly S, Schölkopf B, Bachem O. 2019.
    Challenging common assumptions in the unsupervised learning of disentangled representations.
    Proceedings of the 36th International Conference on Machine Learning. International
    Conference on Machine Learning vol. 97, 4114–4124.
  mla: Locatello, Francesco, et al. “Challenging Common Assumptions in the Unsupervised
    Learning of Disentangled Representations.” <i>Proceedings of the 36th International
    Conference on Machine Learning</i>, vol. 97, ML Research Press, 2019, pp. 4114–24.
  short: F. Locatello, S. Bauer, M. Lucic, G. Rätsch, S. Gelly, B. Schölkopf, O. Bachem,
    in:, Proceedings of the 36th International Conference on Machine Learning, ML
    Research Press, 2019, pp. 4114–4124.
conference:
  end_date: 2019-06-15
  location: Long Beach, CA, United States
  name: International Conference on Machine Learning
  start_date: 2019-06-10
date_created: 2023-08-22T14:13:08Z
date_published: 2019-06-09T00:00:00Z
date_updated: 2024-10-14T12:29:16Z
day: '09'
department:
- _id: FrLo
extern: '1'
external_id:
  arxiv:
  - '1811.12359'
intvolume: '        97'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/1811.12359
month: '06'
oa: 1
oa_version: Preprint
page: 4114-4124
publication: Proceedings of the 36th International Conference on Machine Learning
publication_status: published
publisher: ML Research Press
quality_controlled: '1'
scopus_import: '1'
status: public
title: Challenging common assumptions in the unsupervised learning of disentangled
  representations
type: conference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 97
year: '2019'
...
---
_id: '12901'
article_processing_charge: No
author:
- first_name: Alois
  full_name: Schlögl, Alois
  id: 45BF87EE-F248-11E8-B48F-1D18A9856A87
  last_name: Schlögl
  orcid: 0000-0002-5621-8100
- first_name: Janos
  full_name: Kiss, Janos
  id: 3D3A06F8-F248-11E8-B48F-1D18A9856A87
  last_name: Kiss
- first_name: Stefano
  full_name: Elefante, Stefano
  id: 490F40CE-F248-11E8-B48F-1D18A9856A87
  last_name: Elefante
citation:
  ama: 'Schlögl A, Kiss J, Elefante S. Is Debian suitable for running an HPC Cluster?
    In: <i>AHPC19 - Austrian HPC Meeting 2019 </i>. Institut für Mathematik und wissenschaftliches
    Rechnen der Universität Graz; 2019:25.'
  apa: 'Schlögl, A., Kiss, J., &#38; Elefante, S. (2019). Is Debian suitable for running
    an HPC Cluster? In <i>AHPC19 - Austrian HPC Meeting 2019 </i> (p. 25). Grundlsee,
    Austria: Institut für Mathematik und wissenschaftliches Rechnen der Universität
    Graz.'
  chicago: Schlögl, Alois, Janos Kiss, and Stefano Elefante. “Is Debian Suitable for
    Running an HPC Cluster?” In <i>AHPC19 - Austrian HPC Meeting 2019 </i>, 25. Institut
    für Mathematik und wissenschaftliches Rechnen der Universität Graz, 2019.
  ieee: A. Schlögl, J. Kiss, and S. Elefante, “Is Debian suitable for running an HPC
    Cluster?,” in <i>AHPC19 - Austrian HPC Meeting 2019 </i>, Grundlsee, Austria,
    2019, p. 25.
  ista: 'Schlögl A, Kiss J, Elefante S. 2019. Is Debian suitable for running an HPC
    Cluster? AHPC19 - Austrian HPC Meeting 2019 . AHPC: Austrian HPC Meeting, 25.'
  mla: Schlögl, Alois, et al. “Is Debian Suitable for Running an HPC Cluster?” <i>AHPC19
    - Austrian HPC Meeting 2019 </i>, Institut für Mathematik und wissenschaftliches
    Rechnen der Universität Graz, 2019, p. 25.
  short: A. Schlögl, J. Kiss, S. Elefante, in:, AHPC19 - Austrian HPC Meeting 2019
    , Institut für Mathematik und wissenschaftliches Rechnen der Universität Graz,
    2019, p. 25.
conference:
  end_date: 2019-02-27
  location: Grundlsee, Austria
  name: 'AHPC: Austrian HPC Meeting'
  start_date: 2019-02-25
corr_author: '1'
date_created: 2023-05-05T12:48:48Z
date_published: 2019-02-27T00:00:00Z
date_updated: 2024-10-09T21:05:24Z
day: '27'
ddc:
- '000'
department:
- _id: ScienComp
file:
- access_level: open_access
  checksum: acc8272027faaf30709c51ac5c58ffa4
  content_type: application/pdf
  creator: dernst
  date_created: 2023-05-16T07:27:09Z
  date_updated: 2023-05-16T07:27:09Z
  file_id: '12970'
  file_name: 2019_AHPC_Schloegl.pdf
  file_size: 1097603
  relation: main_file
  success: 1
file_date_updated: 2023-05-16T07:27:09Z
has_accepted_license: '1'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://vsc.ac.at/fileadmin/user_upload/vsc/conferences/ahpc19/BOOKLET_AHPC19.pdf
month: '02'
oa: 1
oa_version: Published Version
page: '25'
publication: 'AHPC19 - Austrian HPC Meeting 2019 '
publication_status: published
publisher: Institut für Mathematik und wissenschaftliches Rechnen der Universität
  Graz
status: public
title: Is Debian suitable for running an HPC Cluster?
type: conference_abstract
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
year: '2019'
...
---
_id: '13067'
abstract:
- lang: eng
  text: Genetic incompatibilities contribute to reproductive isolation between many
    diverging populations, but it is still unclear to what extent they play a role
    if divergence happens with gene flow. In contact zones between the "Crab" and
    "Wave" ecotypes of the snail Littorina saxatilis divergent selection forms strong
    barriers to gene flow, while the role of postzygotic barriers due to selection
    against hybrids remains unclear. High embryo abortion rates in this species could
    indicate the presence of such barriers. Postzygotic barriers might include genetic
    incompatibilities (e.g. Dobzhansky-Muller incompatibilities) but also maladaptation,
    both expected to be most pronounced in contact zones. In addition, embryo abortion
    might reflect physiological stress on females and embryos independent of any genetic
    stress. We examined all embryos of &gt;500 females sampled outside and inside
    contact zones of three populations in Sweden. Females' clutch size ranged from
    0 to 1011 embryos (mean 130±123) and abortion rates varied between 0 and100% (mean
    12%). We described female genotypes by using a hybrid index based on hundreds
    of SNPs differentiated between ecotypes with which we characterised female genotypes.
    We also calculated female SNP heterozygosity and inversion karyotype. Clutch size
    did not vary with female hybrid index and abortion rates were only weakly related
    to hybrid index in two sites but not at all in a third site. No additional variation
    in abortion rate was explained by female SNP heterozygosity, but increased female
    inversion heterozygosity added slightly to increased abortion. Our results show
    only weak and probably biologically insignificant postzygotic barriers contributing
    to ecotype divergence and the high and variable abortion rates were marginally,
    if at all, explained by hybrid index of females.
article_processing_charge: No
author:
- first_name: Kerstin
  full_name: Johannesson, Kerstin
  last_name: Johannesson
- first_name: Zuzanna
  full_name: Zagrodzka, Zuzanna
  last_name: Zagrodzka
- first_name: Rui
  full_name: Faria, Rui
  last_name: Faria
- first_name: Anja M
  full_name: Westram, Anja M
  id: 3C147470-F248-11E8-B48F-1D18A9856A87
  last_name: Westram
  orcid: 0000-0003-1050-4969
- first_name: Roger
  full_name: Butlin, Roger
  last_name: Butlin
citation:
  ama: 'Johannesson K, Zagrodzka Z, Faria R, Westram AM, Butlin R. Data from: Is embryo
    abortion a postzygotic barrier to gene flow between Littorina ecotypes? 2019.
    doi:<a href="https://doi.org/10.5061/DRYAD.TB2RBNZWK">10.5061/DRYAD.TB2RBNZWK</a>'
  apa: 'Johannesson, K., Zagrodzka, Z., Faria, R., Westram, A. M., &#38; Butlin, R.
    (2019). Data from: Is embryo abortion a postzygotic barrier to gene flow between
    Littorina ecotypes? Dryad. <a href="https://doi.org/10.5061/DRYAD.TB2RBNZWK">https://doi.org/10.5061/DRYAD.TB2RBNZWK</a>'
  chicago: 'Johannesson, Kerstin, Zuzanna Zagrodzka, Rui Faria, Anja M Westram, and
    Roger Butlin. “Data from: Is Embryo Abortion a Postzygotic Barrier to Gene Flow
    between Littorina Ecotypes?” Dryad, 2019. <a href="https://doi.org/10.5061/DRYAD.TB2RBNZWK">https://doi.org/10.5061/DRYAD.TB2RBNZWK</a>.'
  ieee: 'K. Johannesson, Z. Zagrodzka, R. Faria, A. M. Westram, and R. Butlin, “Data
    from: Is embryo abortion a postzygotic barrier to gene flow between Littorina
    ecotypes?” Dryad, 2019.'
  ista: 'Johannesson K, Zagrodzka Z, Faria R, Westram AM, Butlin R. 2019. Data from:
    Is embryo abortion a postzygotic barrier to gene flow between Littorina ecotypes?,
    Dryad, <a href="https://doi.org/10.5061/DRYAD.TB2RBNZWK">10.5061/DRYAD.TB2RBNZWK</a>.'
  mla: 'Johannesson, Kerstin, et al. <i>Data from: Is Embryo Abortion a Postzygotic
    Barrier to Gene Flow between Littorina Ecotypes?</i> Dryad, 2019, doi:<a href="https://doi.org/10.5061/DRYAD.TB2RBNZWK">10.5061/DRYAD.TB2RBNZWK</a>.'
  short: K. Johannesson, Z. Zagrodzka, R. Faria, A.M. Westram, R. Butlin, (2019).
date_created: 2023-05-23T16:36:27Z
date_published: 2019-12-02T00:00:00Z
date_updated: 2025-07-10T11:54:22Z
day: '02'
ddc:
- '570'
department:
- _id: NiBa
doi: 10.5061/DRYAD.TB2RBNZWK
license: https://creativecommons.org/publicdomain/zero/1.0/
main_file_link:
- open_access: '1'
  url: https://doi.org/10.5061/dryad.tb2rbnzwk
month: '12'
oa: 1
oa_version: Published Version
publisher: Dryad
related_material:
  record:
  - id: '7205'
    relation: used_in_publication
    status: public
status: public
title: 'Data from: Is embryo abortion a postzygotic barrier to gene flow between Littorina
  ecotypes?'
tmp:
  image: /images/cc_0.png
  legal_code_url: https://creativecommons.org/publicdomain/zero/1.0/legalcode
  name: Creative Commons Public Domain Dedication (CC0 1.0)
  short: CC0 (1.0)
type: research_data_reference
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
year: '2019'
...
---
OA_place: repository
OA_type: green
_id: '19987'
abstract:
- lang: eng
  text: 'These lecture notes are based on Yang’s talk at the MATRIX program Geometric
    R-Matrices: from Geometry to Probability, at the University of Melbourne, Dec.
    18–22, 2017, and Zhao’s talk at Perimeter Institute for Theoretical Physics in
    January 2018. We give an introductory survey of the results in Yang and Zhao (Quiver
    varieties and elliptic quantum groups, 2017. arxiv1708.01418). We discuss a sheafified
    elliptic quantum group associated to any symmetric Kac-Moody Lie algebra. The
    sheafification is obtained by applying the equivariant elliptic cohomological
    theory to the moduli space of representations of a preprojective algebra. By construction,
    the elliptic quantum group naturally acts on the equivariant elliptic cohomology
    of Nakajima quiver varieties. As an application, we obtain a relation between
    the sheafified elliptic quantum group and the global affine Grassmannian over
    an elliptic curve.'
acknowledgement: 'Y.Y. would like to thank the organizers of the MATRIX program Geometric
  R-Matrices: from Geometry to Probability for their kind invitation, and many participants
  of the program for useful discussions, including Vassily Gorbounov, Andrei Okounkov,
  Allen Knutson, Hitoshi Konno, Paul Zinn-Justin. Proposition 1 and Sect. 3.3 are
  new, for which we thank Hitoshi Konno for interesting discussions and communications.
  These notes were written when both authors were visiting the Perimeter Institute
  for Theoretical Physics (PI). We are grateful to PI for the hospitality.'
alternative_title:
- MATRIX Book Series
article_processing_charge: No
arxiv: 1
author:
- first_name: Yaping
  full_name: Yang, Yaping
  id: 360D8648-F248-11E8-B48F-1D18A9856A87
  last_name: Yang
- first_name: Gufang
  full_name: Zhao, Gufang
  id: 2BC2AC5E-F248-11E8-B48F-1D18A9856A87
  last_name: Zhao
citation:
  ama: 'Yang Y, Zhao G. How to Sheafify an Elliptic Quantum Group. In: <i>2017 MATRIX
    Annals</i>. Vol 2. MXBS. Cham: Springer International Publishing; 2019:675-691.
    doi:<a href="https://doi.org/10.1007/978-3-030-04161-8_54">10.1007/978-3-030-04161-8_54</a>'
  apa: 'Yang, Y., &#38; Zhao, G. (2019). How to Sheafify an Elliptic Quantum Group.
    In <i>2017 MATRIX Annals</i> (Vol. 2, pp. 675–691). Cham: Springer International
    Publishing. <a href="https://doi.org/10.1007/978-3-030-04161-8_54">https://doi.org/10.1007/978-3-030-04161-8_54</a>'
  chicago: 'Yang, Yaping, and Gufang Zhao. “How to Sheafify an Elliptic Quantum Group.”
    In <i>2017 MATRIX Annals</i>, 2:675–91. MXBS. Cham: Springer International Publishing,
    2019. <a href="https://doi.org/10.1007/978-3-030-04161-8_54">https://doi.org/10.1007/978-3-030-04161-8_54</a>.'
  ieee: 'Y. Yang and G. Zhao, “How to Sheafify an Elliptic Quantum Group,” in <i>2017
    MATRIX Annals</i>, vol. 2, Cham: Springer International Publishing, 2019, pp.
    675–691.'
  ista: 'Yang Y, Zhao G. 2019.How to Sheafify an Elliptic Quantum Group. In: 2017
    MATRIX Annals. MATRIX Book Series, vol. 2, 675–691.'
  mla: Yang, Yaping, and Gufang Zhao. “How to Sheafify an Elliptic Quantum Group.”
    <i>2017 MATRIX Annals</i>, vol. 2, Springer International Publishing, 2019, pp.
    675–91, doi:<a href="https://doi.org/10.1007/978-3-030-04161-8_54">10.1007/978-3-030-04161-8_54</a>.
  short: Y. Yang, G. Zhao, in:, 2017 MATRIX Annals, Springer International Publishing,
    Cham, 2019, pp. 675–691.
date_created: 2025-07-10T13:31:38Z
date_published: 2019-03-25T00:00:00Z
date_updated: 2025-09-23T11:59:52Z
day: '25'
department:
- _id: TaHa
doi: 10.1007/978-3-030-04161-8_54
external_id:
  arxiv:
  - '1803.06627'
intvolume: '         2'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.48550/arXiv.1803.06627
month: '03'
oa: 1
oa_version: Preprint
page: 675-691
place: Cham
publication: 2017 MATRIX Annals
publication_identifier:
  eisbn:
  - '9783030041618'
  eissn:
  - 2523-305X
  isbn:
  - '9783030041601'
  issn:
  - 2523-3041
publication_status: published
publisher: Springer International Publishing
quality_controlled: '1'
series_title: MXBS
status: public
title: How to Sheafify an Elliptic Quantum Group
type: book_chapter
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 2
year: '2019'
...
---
OA_place: repository
OA_type: green
_id: '19988'
abstract:
- lang: eng
  text: Quantitative studies of cell metabolism are often based on large chemical
    reaction network models. A steady-state approach is suited to analyze phenomena
    on the timescale of cell growth and circumvents the problem of incomplete experimental
    knowledge on kinetic laws and parameters, but it should be supported by a correct
    implementation of thermodynamic constraints. In this chapter, we review the latter
    aspect, highlighting its computational challenges and physical insights. The simple
    introduction of Gibbs inequalities avoids the presence of unfeasible loops allowing
    for correct timescale analysis, but leads to possibly non-convex feasible flux
    spaces whose exploration needs efficient algorithms. We briefly review the implementation
    of thermodynamics through variational principles in constraint-based models of
    metabolic networks.
article_processing_charge: No
arxiv: 1
author:
- first_name: A
  full_name: De Martino, A
  last_name: De Martino
- first_name: Daniele
  full_name: De Martino, Daniele
  id: 3FF5848A-F248-11E8-B48F-1D18A9856A87
  last_name: De Martino
  orcid: 0000-0002-5214-4706
- first_name: E
  full_name: Marinari, E
  last_name: Marinari
citation:
  ama: 'De Martino A, De Martino D, Marinari E. The Essential Role of Thermodynamics
    in Metabolic Network Modeling: Physical Insights and Computational Challenges.
    In: <i>Chemical Kinetics</i>. World Scientific Publishing; 2019:455-471. doi:<a
    href="https://doi.org/10.1142/9781786347015_0018">10.1142/9781786347015_0018</a>'
  apa: 'De Martino, A., De Martino, D., &#38; Marinari, E. (2019). The Essential Role
    of Thermodynamics in Metabolic Network Modeling: Physical Insights and Computational
    Challenges. In <i>Chemical Kinetics</i> (pp. 455–471). World Scientific Publishing.
    <a href="https://doi.org/10.1142/9781786347015_0018">https://doi.org/10.1142/9781786347015_0018</a>'
  chicago: 'De Martino, A, Daniele De Martino, and E Marinari. “The Essential Role
    of Thermodynamics in Metabolic Network Modeling: Physical Insights and Computational
    Challenges.” In <i>Chemical Kinetics</i>, 455–71. World Scientific Publishing,
    2019. <a href="https://doi.org/10.1142/9781786347015_0018">https://doi.org/10.1142/9781786347015_0018</a>.'
  ieee: 'A. De Martino, D. De Martino, and E. Marinari, “The Essential Role of Thermodynamics
    in Metabolic Network Modeling: Physical Insights and Computational Challenges,”
    in <i>Chemical Kinetics</i>, World Scientific Publishing, 2019, pp. 455–471.'
  ista: 'De Martino A, De Martino D, Marinari E. 2019.The Essential Role of Thermodynamics
    in Metabolic Network Modeling: Physical Insights and Computational Challenges.
    In: Chemical Kinetics. , 455–471.'
  mla: 'De Martino, A., et al. “The Essential Role of Thermodynamics in Metabolic
    Network Modeling: Physical Insights and Computational Challenges.” <i>Chemical
    Kinetics</i>, World Scientific Publishing, 2019, pp. 455–71, doi:<a href="https://doi.org/10.1142/9781786347015_0018">10.1142/9781786347015_0018</a>.'
  short: A. De Martino, D. De Martino, E. Marinari, in:, Chemical Kinetics, World
    Scientific Publishing, 2019, pp. 455–471.
date_created: 2025-07-10T13:34:01Z
date_published: 2019-09-01T00:00:00Z
date_updated: 2025-09-23T11:53:34Z
day: '01'
department:
- _id: GaTk
doi: 10.1142/9781786347015_0018
external_id:
  arxiv:
  - '1902.07129'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.48550/arXiv.1902.07129
month: '09'
oa: 1
oa_version: Preprint
page: 455-471
publication: Chemical Kinetics
publication_identifier:
  eisbn:
  - '9781786347022'
  isbn:
  - '9781786347008'
publication_status: published
publisher: World Scientific Publishing
quality_controlled: '1'
status: public
title: 'The Essential Role of Thermodynamics in Metabolic Network Modeling: Physical
  Insights and Computational Challenges'
type: book_chapter
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
year: '2019'
...
---
OA_type: closed access
_id: '19989'
abstract:
- lang: ger
  text: Neurone empfangen Eingangssignale, konvertieren diese in Aktionspotenziale
    und generieren schließlich Ausgangssignale auf ihren Zielzellen. Dabei sind die
    zu überwindenden räumlichen Distanzen oft groß. Daher ist entscheidend, dass elektrische
    Signale in Nervenzellen schnell von einem zum anderen Ort geleitet werden können.
    Diese wichtige Aufgabe erfüllt das Axon, der „Ausgangsfortsatz“ der Nervenzelle.
    Für die schnelle Leitung des Aktionspotenzials sind sowohl die passiven Eigenschaften
    des axonalen Kabels als auch die aktiven Eigenschaften der Zellmembran von entscheidender
    Bedeutung. Die Evolution bedient sich zweier Tricks, um die Leitungsgeschwindigkeit
    des Aktionspotenzials zu maximieren. Der eine Trick ist die Zunahme des Axondurchmessers.
    Der andere Trick ist die Ausbildung von Markscheiden. Dies führt bei nahezu gleichem
    Platzbedarf zu einer Zunahme der Leistungsgeschwindigkeit um fast zwei Größenordnungen.
    Die Aktionspotenzialleitung an myelinisierten Axonen erfolgt „saltatorisch“.
article_processing_charge: No
author:
- first_name: Peter M
  full_name: Jonas, Peter M
  id: 353C1B58-F248-11E8-B48F-1D18A9856A87
  last_name: Jonas
  orcid: 0000-0001-5001-4804
citation:
  ama: 'Jonas PM. Aktionspotenzial: Fortleitung im Axon. In: <i>Physiologie des Menschen</i>.
    32nd ed. Springer-Lehrbuch. Berlin, Heidelberg: Springer Nature; 2019:72-82. doi:<a
    href="https://doi.org/10.1007/978-3-662-56468-4_7">10.1007/978-3-662-56468-4_7</a>'
  apa: 'Jonas, P. M. (2019). Aktionspotenzial: Fortleitung im Axon. In <i>Physiologie
    des Menschen</i> (32nd ed., pp. 72–82). Berlin, Heidelberg: Springer Nature. <a
    href="https://doi.org/10.1007/978-3-662-56468-4_7">https://doi.org/10.1007/978-3-662-56468-4_7</a>'
  chicago: 'Jonas, Peter M. “Aktionspotenzial: Fortleitung im Axon.” In <i>Physiologie
    des Menschen</i>, 32nd ed., 72–82. Springer-Lehrbuch. Berlin, Heidelberg: Springer
    Nature, 2019. <a href="https://doi.org/10.1007/978-3-662-56468-4_7">https://doi.org/10.1007/978-3-662-56468-4_7</a>.'
  ieee: 'P. M. Jonas, “Aktionspotenzial: Fortleitung im Axon,” in <i>Physiologie des
    Menschen</i>, 32nd ed., Berlin, Heidelberg: Springer Nature, 2019, pp. 72–82.'
  ista: 'Jonas PM. 2019.Aktionspotenzial: Fortleitung im Axon. In: Physiologie des
    Menschen. , 72–82.'
  mla: 'Jonas, Peter M. “Aktionspotenzial: Fortleitung im Axon.” <i>Physiologie des
    Menschen</i>, 32nd ed., Springer Nature, 2019, pp. 72–82, doi:<a href="https://doi.org/10.1007/978-3-662-56468-4_7">10.1007/978-3-662-56468-4_7</a>.'
  short: P.M. Jonas, in:, Physiologie des Menschen, 32nd ed., Springer Nature, Berlin,
    Heidelberg, 2019, pp. 72–82.
corr_author: '1'
date_created: 2025-07-10T13:36:36Z
date_published: 2019-04-02T00:00:00Z
date_updated: 2025-09-23T11:44:57Z
day: '02'
department:
- _id: PeJo
doi: 10.1007/978-3-662-56468-4_7
edition: '32'
language:
- iso: ger
month: '04'
oa_version: None
page: 72-82
place: Berlin, Heidelberg
publication: Physiologie des Menschen
publication_identifier:
  eisbn:
  - '9783662564684'
  eissn:
  - 2512-5214
  isbn:
  - '9783662564677'
  issn:
  - 0937-7433
publication_status: published
publisher: Springer Nature
quality_controlled: '1'
series_title: Springer-Lehrbuch
status: public
title: 'Aktionspotenzial: Fortleitung im Axon'
type: book_chapter
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
year: '2019'
...
---
_id: '196'
abstract:
- lang: eng
  text: 'The abelian sandpile serves as a model to study self-organized criticality,
    a phenomenon occurring in biological, physical and social processes. The identity
    of the abelian group is a fractal composed of self-similar patches, and its limit
    is subject of extensive collaborative research. Here, we analyze the evolution
    of the sandpile identity under harmonic fields of different orders. We show that
    this evolution corresponds to periodic cycles through the abelian group characterized
    by the smooth transformation and apparent conservation of the patches constituting
    the identity. The dynamics induced by second and third order harmonics resemble
    smooth stretchings, respectively translations, of the identity, while the ones
    induced by fourth order harmonics resemble magnifications and rotations. Starting
    with order three, the dynamics pass through extended regions of seemingly random
    configurations which spontaneously reassemble into accentuated patterns. We show
    that the space of harmonic functions projects to the extended analogue of the
    sandpile group, thus providing a set of universal coordinates identifying configurations
    between different domains. Since the original sandpile group is a subgroup of
    the extended one, this directly implies that it admits a natural renormalization.
    Furthermore, we show that the harmonic fields can be induced by simple Markov
    processes, and that the corresponding stochastic dynamics show remarkable robustness
    over hundreds of periods. Finally, we encode information into seemingly random
    configurations, and decode this information with an algorithm requiring minimal
    prior knowledge. Our results suggest that harmonic fields might split the sandpile
    group into sub-sets showing different critical coefficients, and that it might
    be possible to extend the fractal structure of the identity beyond the boundaries
    of its domain. '
acknowledgement: "M.L. is grateful to the members of the C Guet and G Tkacik groups
  for valuable comments and support. M.S. is grateful to Nikita Kalinin for inspiring
  communications.\r\n"
article_processing_charge: No
article_type: original
arxiv: 1
author:
- first_name: Moritz
  full_name: Lang, Moritz
  id: 29E0800A-F248-11E8-B48F-1D18A9856A87
  last_name: Lang
- first_name: Mikhail
  full_name: Shkolnikov, Mikhail
  id: 35084A62-F248-11E8-B48F-1D18A9856A87
  last_name: Shkolnikov
  orcid: 0000-0002-4310-178X
citation:
  ama: Lang M, Shkolnikov M. Harmonic dynamics of the Abelian sandpile. <i>Proceedings
    of the National Academy of Sciences of the United States of America</i>. 2019;116(8):2821-2830.
    doi:<a href="https://doi.org/10.1073/pnas.1812015116">10.1073/pnas.1812015116</a>
  apa: Lang, M., &#38; Shkolnikov, M. (2019). Harmonic dynamics of the Abelian sandpile.
    <i>Proceedings of the National Academy of Sciences of the United States of America</i>.
    National Academy of Sciences. <a href="https://doi.org/10.1073/pnas.1812015116">https://doi.org/10.1073/pnas.1812015116</a>
  chicago: Lang, Moritz, and Mikhail Shkolnikov. “Harmonic Dynamics of the Abelian
    Sandpile.” <i>Proceedings of the National Academy of Sciences of the United States
    of America</i>. National Academy of Sciences, 2019. <a href="https://doi.org/10.1073/pnas.1812015116">https://doi.org/10.1073/pnas.1812015116</a>.
  ieee: M. Lang and M. Shkolnikov, “Harmonic dynamics of the Abelian sandpile,” <i>Proceedings
    of the National Academy of Sciences of the United States of America</i>, vol.
    116, no. 8. National Academy of Sciences, pp. 2821–2830, 2019.
  ista: Lang M, Shkolnikov M. 2019. Harmonic dynamics of the Abelian sandpile. Proceedings
    of the National Academy of Sciences of the United States of America. 116(8), 2821–2830.
  mla: Lang, Moritz, and Mikhail Shkolnikov. “Harmonic Dynamics of the Abelian Sandpile.”
    <i>Proceedings of the National Academy of Sciences of the United States of America</i>,
    vol. 116, no. 8, National Academy of Sciences, 2019, pp. 2821–30, doi:<a href="https://doi.org/10.1073/pnas.1812015116">10.1073/pnas.1812015116</a>.
  short: M. Lang, M. Shkolnikov, Proceedings of the National Academy of Sciences of
    the United States of America 116 (2019) 2821–2830.
corr_author: '1'
date_created: 2018-12-11T11:45:08Z
date_published: 2019-02-19T00:00:00Z
date_updated: 2025-06-03T11:18:16Z
day: '19'
department:
- _id: CaGu
- _id: GaTk
- _id: TaHa
doi: 10.1073/pnas.1812015116
external_id:
  arxiv:
  - '1806.10823'
  isi:
  - '000459074400013'
  pmid:
  - ' 30728300'
intvolume: '       116'
isi: 1
issue: '8'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.1073/pnas.1812015116
month: '02'
oa: 1
oa_version: Published Version
page: 2821-2830
pmid: 1
publication: Proceedings of the National Academy of Sciences of the United States
  of America
publication_identifier:
  eissn:
  - 1091-6490
publication_status: published
publisher: National Academy of Sciences
quality_controlled: '1'
related_material:
  link:
  - description: News on IST Webpage
    relation: press_release
    url: https://ist.ac.at/en/news/famous-sandpile-model-shown-to-move-like-a-traveling-sand-dune/
scopus_import: '1'
status: public
title: Harmonic dynamics of the Abelian sandpile
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 116
year: '2019'
...
---
_id: '151'
abstract:
- lang: eng
  text: We construct planar bi-Sobolev mappings whose local volume distortion is bounded
    from below by a given function f∈Lp with p&gt;1. More precisely, for any 1&lt;q&lt;(p+1)/2
    we construct W1,q-bi-Sobolev maps with identity boundary conditions; for f∈L∞,
    we provide bi-Lipschitz maps. The basic building block of our construction are
    bi-Lipschitz maps which stretch a given compact subset of the unit square by a
    given factor while preserving the boundary. The construction of these stretching
    maps relies on a slight strengthening of the celebrated covering result of Alberti,
    Csörnyei, and Preiss for measurable planar sets in the case of compact sets. We
    apply our result to a model functional in nonlinear elasticity, the integrand
    of which features fast blowup as the Jacobian determinant of the deformation becomes
    small. For such functionals, the derivation of the equilibrium equations for minimizers
    requires an additional regularization of test functions, which our maps provide.
article_processing_charge: No
arxiv: 1
author:
- first_name: Julian L
  full_name: Fischer, Julian L
  id: 2C12A0B0-F248-11E8-B48F-1D18A9856A87
  last_name: Fischer
  orcid: 0000-0002-0479-558X
- first_name: Olivier
  full_name: Kneuss, Olivier
  last_name: Kneuss
citation:
  ama: Fischer JL, Kneuss O. Bi-Sobolev solutions to the prescribed Jacobian inequality
    in the plane with L p data and applications to nonlinear elasticity. <i>Journal
    of Differential Equations</i>. 2019;266(1):257-311. doi:<a href="https://doi.org/10.1016/j.jde.2018.07.045">10.1016/j.jde.2018.07.045</a>
  apa: Fischer, J. L., &#38; Kneuss, O. (2019). Bi-Sobolev solutions to the prescribed
    Jacobian inequality in the plane with L p data and applications to nonlinear elasticity.
    <i>Journal of Differential Equations</i>. Elsevier. <a href="https://doi.org/10.1016/j.jde.2018.07.045">https://doi.org/10.1016/j.jde.2018.07.045</a>
  chicago: Fischer, Julian L, and Olivier Kneuss. “Bi-Sobolev Solutions to the Prescribed
    Jacobian Inequality in the Plane with L p Data and Applications to Nonlinear Elasticity.”
    <i>Journal of Differential Equations</i>. Elsevier, 2019. <a href="https://doi.org/10.1016/j.jde.2018.07.045">https://doi.org/10.1016/j.jde.2018.07.045</a>.
  ieee: J. L. Fischer and O. Kneuss, “Bi-Sobolev solutions to the prescribed Jacobian
    inequality in the plane with L p data and applications to nonlinear elasticity,”
    <i>Journal of Differential Equations</i>, vol. 266, no. 1. Elsevier, pp. 257–311,
    2019.
  ista: Fischer JL, Kneuss O. 2019. Bi-Sobolev solutions to the prescribed Jacobian
    inequality in the plane with L p data and applications to nonlinear elasticity.
    Journal of Differential Equations. 266(1), 257–311.
  mla: Fischer, Julian L., and Olivier Kneuss. “Bi-Sobolev Solutions to the Prescribed
    Jacobian Inequality in the Plane with L p Data and Applications to Nonlinear Elasticity.”
    <i>Journal of Differential Equations</i>, vol. 266, no. 1, Elsevier, 2019, pp.
    257–311, doi:<a href="https://doi.org/10.1016/j.jde.2018.07.045">10.1016/j.jde.2018.07.045</a>.
  short: J.L. Fischer, O. Kneuss, Journal of Differential Equations 266 (2019) 257–311.
date_created: 2018-12-11T11:44:54Z
date_published: 2019-01-05T00:00:00Z
date_updated: 2023-09-08T13:25:35Z
day: '05'
department:
- _id: JuFi
doi: 10.1016/j.jde.2018.07.045
external_id:
  arxiv:
  - '1408.1587'
  isi:
  - '000449108500010'
intvolume: '       266'
isi: 1
issue: '1'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/1408.1587
month: '01'
oa: 1
oa_version: Preprint
page: 257 - 311
publication: Journal of Differential Equations
publication_status: published
publisher: Elsevier
publist_id: '7770'
quality_controlled: '1'
scopus_import: '1'
status: public
title: Bi-Sobolev solutions to the prescribed Jacobian inequality in the plane with
  L p data and applications to nonlinear elasticity
type: journal_article
user_id: c635000d-4b10-11ee-a964-aac5a93f6ac1
volume: 266
year: '2019'
...
---
_id: '10874'
abstract:
- lang: eng
  text: In this article we prove an analogue of a theorem of Lachaud, Ritzenthaler,
    and Zykin, which allows us to connect invariants of binary octics to Siegel modular
    forms of genus 3. We use this connection to show that certain modular functions,
    when restricted to the hyperelliptic locus, assume values whose denominators are
    products of powers of primes of bad reduction for the associated hyperelliptic
    curves. We illustrate our theorem with explicit computations. This work is motivated
    by the study of the values of these modular functions at CM points of the Siegel
    upper half-space, which, if their denominators are known, can be used to effectively
    compute models of (hyperelliptic, in our case) curves with CM.
acknowledgement: "The authors would like to thank the Lorentz Center in Leiden for
  hosting the Women in Numbers Europe 2 workshop and providing a productive and enjoyable
  environment for our initial work on this project. We are grateful to the organizers
  of WIN-E2, Irene Bouw, Rachel Newton and Ekin Ozman, for making this conference
  and this collaboration possible. We\r\nthank Irene Bouw and Christophe Ritzenhaler
  for helpful discussions. Ionica acknowledges support from the Thomas Jefferson Fund
  of the Embassy of France in the United States and the FACE Foundation. Most of Kılıçer’s
  work was carried out during her stay in Universiteit Leiden and Carl von Ossietzky
  Universität Oldenburg. Massierer was supported by the Australian Research Council
  (DP150101689). Vincent is supported by the National Science Foundation under Grant
  No. DMS-1802323 and by the Thomas Jefferson Fund of the Embassy of France in the
  United States and the FACE Foundation. "
article_number: '9'
article_processing_charge: No
article_type: original
arxiv: 1
author:
- first_name: Sorina
  full_name: Ionica, Sorina
  last_name: Ionica
- first_name: Pınar
  full_name: Kılıçer, Pınar
  last_name: Kılıçer
- first_name: Kristin
  full_name: Lauter, Kristin
  last_name: Lauter
- first_name: Elisa
  full_name: Lorenzo García, Elisa
  last_name: Lorenzo García
- first_name: Maria-Adelina
  full_name: Manzateanu, Maria-Adelina
  id: be8d652e-a908-11ec-82a4-e2867729459c
  last_name: Manzateanu
- first_name: Maike
  full_name: Massierer, Maike
  last_name: Massierer
- first_name: Christelle
  full_name: Vincent, Christelle
  last_name: Vincent
citation:
  ama: Ionica S, Kılıçer P, Lauter K, et al. Modular invariants for genus 3 hyperelliptic
    curves. <i>Research in Number Theory</i>. 2019;5. doi:<a href="https://doi.org/10.1007/s40993-018-0146-6">10.1007/s40993-018-0146-6</a>
  apa: Ionica, S., Kılıçer, P., Lauter, K., Lorenzo García, E., Manzateanu, M.-A.,
    Massierer, M., &#38; Vincent, C. (2019). Modular invariants for genus 3 hyperelliptic
    curves. <i>Research in Number Theory</i>. Springer Nature. <a href="https://doi.org/10.1007/s40993-018-0146-6">https://doi.org/10.1007/s40993-018-0146-6</a>
  chicago: Ionica, Sorina, Pınar Kılıçer, Kristin Lauter, Elisa Lorenzo García, Maria-Adelina
    Manzateanu, Maike Massierer, and Christelle Vincent. “Modular Invariants for Genus
    3 Hyperelliptic Curves.” <i>Research in Number Theory</i>. Springer Nature, 2019.
    <a href="https://doi.org/10.1007/s40993-018-0146-6">https://doi.org/10.1007/s40993-018-0146-6</a>.
  ieee: S. Ionica <i>et al.</i>, “Modular invariants for genus 3 hyperelliptic curves,”
    <i>Research in Number Theory</i>, vol. 5. Springer Nature, 2019.
  ista: Ionica S, Kılıçer P, Lauter K, Lorenzo García E, Manzateanu M-A, Massierer
    M, Vincent C. 2019. Modular invariants for genus 3 hyperelliptic curves. Research
    in Number Theory. 5, 9.
  mla: Ionica, Sorina, et al. “Modular Invariants for Genus 3 Hyperelliptic Curves.”
    <i>Research in Number Theory</i>, vol. 5, 9, Springer Nature, 2019, doi:<a href="https://doi.org/10.1007/s40993-018-0146-6">10.1007/s40993-018-0146-6</a>.
  short: S. Ionica, P. Kılıçer, K. Lauter, E. Lorenzo García, M.-A. Manzateanu, M.
    Massierer, C. Vincent, Research in Number Theory 5 (2019).
date_created: 2022-03-18T12:09:48Z
date_published: 2019-01-02T00:00:00Z
date_updated: 2023-09-05T15:39:31Z
day: '02'
department:
- _id: TiBr
doi: 10.1007/s40993-018-0146-6
external_id:
  arxiv:
  - '1807.08986'
intvolume: '         5'
keyword:
- Algebra and Number Theory
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/1807.08986
month: '01'
oa: 1
oa_version: Preprint
publication: Research in Number Theory
publication_identifier:
  eissn:
  - 2363-9555
  issn:
  - 2522-0160
publication_status: published
publisher: Springer Nature
quality_controlled: '1'
scopus_import: '1'
status: public
title: Modular invariants for genus 3 hyperelliptic curves
type: journal_article
user_id: c635000d-4b10-11ee-a964-aac5a93f6ac1
volume: 5
year: '2019'
...
