---
OA_place: publisher
OA_type: hybrid
PlanS_conform: '1'
_id: '20328'
abstract:
- lang: eng
  text: We consider the standard overlap (math formular) of any bi-orthogonal family
    of left and right eigenvectors of a large random matrix X with centred i.i.d.
    entries and we prove that it decays as an inverse second power of the distance
    between the corresponding eigenvalues. This extends similar results for the complex
    Gaussian ensemble from Bourgade and Dubach [15], as well as Benaych-Georges and
    Zeitouni [13], to any i.i.d. matrix ensemble in both symmetry classes. As a main
    tool, we prove a two-resolvent local law for the Hermitisation of X uniformly
    in the spectrum with optimal decay rate and optimal dependence on the density
    near the spectral edge.
acknowledgement: Partially supported by ERC Advanced Grant “RMTBeyond” No. 101020331.
  Partially supported by National Key R&D Program of China No. 2024YFA1013503.
article_number: '111180'
article_processing_charge: Yes (via OA deal)
article_type: original
arxiv: 1
author:
- first_name: Giorgio
  full_name: Cipolloni, Giorgio
  id: 42198EFA-F248-11E8-B48F-1D18A9856A87
  last_name: Cipolloni
  orcid: 0000-0002-4901-7992
- first_name: László
  full_name: Erdös, László
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
- first_name: Yuanyuan
  full_name: Xu, Yuanyuan
  id: 7902bdb1-a2a4-11eb-a164-c9216f71aea3
  last_name: Xu
  orcid: 0000-0003-1559-1205
citation:
  ama: Cipolloni G, Erdös L, Xu Y. Optimal decay of eigenvector overlap for non-Hermitian
    random matrices. <i>Journal of Functional Analysis</i>. 2026;290(1). doi:<a href="https://doi.org/10.1016/j.jfa.2025.111180">10.1016/j.jfa.2025.111180</a>
  apa: Cipolloni, G., Erdös, L., &#38; Xu, Y. (2026). Optimal decay of eigenvector
    overlap for non-Hermitian random matrices. <i>Journal of Functional Analysis</i>.
    Elsevier. <a href="https://doi.org/10.1016/j.jfa.2025.111180">https://doi.org/10.1016/j.jfa.2025.111180</a>
  chicago: Cipolloni, Giorgio, László Erdös, and Yuanyuan Xu. “Optimal Decay of Eigenvector
    Overlap for Non-Hermitian Random Matrices.” <i>Journal of Functional Analysis</i>.
    Elsevier, 2026. <a href="https://doi.org/10.1016/j.jfa.2025.111180">https://doi.org/10.1016/j.jfa.2025.111180</a>.
  ieee: G. Cipolloni, L. Erdös, and Y. Xu, “Optimal decay of eigenvector overlap for
    non-Hermitian random matrices,” <i>Journal of Functional Analysis</i>, vol. 290,
    no. 1. Elsevier, 2026.
  ista: Cipolloni G, Erdös L, Xu Y. 2026. Optimal decay of eigenvector overlap for
    non-Hermitian random matrices. Journal of Functional Analysis. 290(1), 111180.
  mla: Cipolloni, Giorgio, et al. “Optimal Decay of Eigenvector Overlap for Non-Hermitian
    Random Matrices.” <i>Journal of Functional Analysis</i>, vol. 290, no. 1, 111180,
    Elsevier, 2026, doi:<a href="https://doi.org/10.1016/j.jfa.2025.111180">10.1016/j.jfa.2025.111180</a>.
  short: G. Cipolloni, L. Erdös, Y. Xu, Journal of Functional Analysis 290 (2026).
corr_author: '1'
date_created: 2025-09-10T05:46:07Z
date_published: 2026-01-01T00:00:00Z
date_updated: 2026-06-03T13:12:14Z
day: '01'
ddc:
- '510'
department:
- _id: LaEr
doi: 10.1016/j.jfa.2025.111180
ec_funded: 1
external_id:
  arxiv:
  - '2411.16572'
  isi:
  - '001583178200001'
  oaworkid:
  - w4413883397
file:
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month: '01'
oa: 1
oa_version: Published Version
oaworkid: 1
project:
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  call_identifier: H2020
  grant_number: '101020331'
  name: Random matrices beyond Wigner-Dyson-Mehta
publication: Journal of Functional Analysis
publication_identifier:
  issn:
  - 0022-1236
publication_status: published
publisher: Elsevier
quality_controlled: '1'
scopus_import: '1'
status: public
title: Optimal decay of eigenvector overlap for non-Hermitian random matrices
tmp:
  image: /images/cc_by.png
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  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: 290
year: '2026'
...
---
OA_place: publisher
OA_type: hybrid
PlanS_conform: '1'
_id: '20925'
abstract:
- lang: eng
  text: 'We prove normal typicality and dynamical typicality for a (centered) random
    block-band matrix model with block-dependent variances. A key feature of our model
    is that we achieve intermediate equilibration times, an aspect that has not been
    proven rigorously in any model before. Our proof builds on recently established
    concentration estimates for products of resolvents of Wigner type random matrices
    (Erdős and Riabov in Commun Math Phys 405(12): 282, 2024) and an intricate analysis
    of the deterministic approximation.'
acknowledgement: L.E. and J.H. are supported by the ERC Advanced Grant “RMTBeyond”
  No. 101020331. Moreover, J.H. acknowledges (partial) financial support by the ERC
  Consolidator Grant “ProbQuant” (jointly with the Swiss State Secretariat for Education,
  Research and Innovation). C.V. was (partially) supported by the German Academic
  Scholarship Foundation and the Deutsche Forschungsgemeinschaft (DFG, German Research
  Foundation) – TRR 352 – Project-ID 470903074. Moreover, C.V. acknowledges (partial)
  financial support by the ERC Starting Grant “FermiMath" No. 101040991 and the ERC
  Consolidator Grant “RAMBAS” No. 10104424, funded by the European Union. Open access
  funding provided by Institute of Science and Technology (IST Austria).
article_number: '5'
article_processing_charge: Yes (via OA deal)
article_type: original
author:
- first_name: László
  full_name: Erdös, László
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
- first_name: Sven Joscha
  full_name: Henheik, Sven Joscha
  id: 31d731d7-d235-11ea-ad11-b50331c8d7fb
  last_name: Henheik
  orcid: 0000-0003-1106-327X
- first_name: Cornelia
  full_name: Vogel, Cornelia
  id: 1cd0554a-ea28-11f0-9f40-ff76440883cd
  last_name: Vogel
citation:
  ama: Erdös L, Henheik SJ, Vogel C. Normal typicality and dynamical typicality for
    a random block-band matrix model. <i>Letters in Mathematical Physics</i>. 2025;116.
    doi:<a href="https://doi.org/10.1007/s11005-025-02037-5">10.1007/s11005-025-02037-5</a>
  apa: Erdös, L., Henheik, S. J., &#38; Vogel, C. (2025). Normal typicality and dynamical
    typicality for a random block-band matrix model. <i>Letters in Mathematical Physics</i>.
    Springer Nature. <a href="https://doi.org/10.1007/s11005-025-02037-5">https://doi.org/10.1007/s11005-025-02037-5</a>
  chicago: Erdös, László, Sven Joscha Henheik, and Cornelia Vogel. “Normal Typicality
    and Dynamical Typicality for a Random Block-Band Matrix Model.” <i>Letters in
    Mathematical Physics</i>. Springer Nature, 2025. <a href="https://doi.org/10.1007/s11005-025-02037-5">https://doi.org/10.1007/s11005-025-02037-5</a>.
  ieee: L. Erdös, S. J. Henheik, and C. Vogel, “Normal typicality and dynamical typicality
    for a random block-band matrix model,” <i>Letters in Mathematical Physics</i>,
    vol. 116. Springer Nature, 2025.
  ista: Erdös L, Henheik SJ, Vogel C. 2025. Normal typicality and dynamical typicality
    for a random block-band matrix model. Letters in Mathematical Physics. 116, 5.
  mla: Erdös, László, et al. “Normal Typicality and Dynamical Typicality for a Random
    Block-Band Matrix Model.” <i>Letters in Mathematical Physics</i>, vol. 116, 5,
    Springer Nature, 2025, doi:<a href="https://doi.org/10.1007/s11005-025-02037-5">10.1007/s11005-025-02037-5</a>.
  short: L. Erdös, S.J. Henheik, C. Vogel, Letters in Mathematical Physics 116 (2025).
corr_author: '1'
date_created: 2026-01-04T23:01:33Z
date_published: 2025-12-26T00:00:00Z
date_updated: 2026-01-05T11:22:25Z
day: '26'
ddc:
- '510'
department:
- _id: LaEr
doi: 10.1007/s11005-025-02037-5
ec_funded: 1
external_id:
  pmid:
  - '41459414'
has_accepted_license: '1'
intvolume: '       116'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.1007/s11005-025-02037-5
month: '12'
oa: 1
oa_version: Published Version
pmid: 1
project:
- _id: 62796744-2b32-11ec-9570-940b20777f1d
  call_identifier: H2020
  grant_number: '101020331'
  name: Random matrices beyond Wigner-Dyson-Mehta
publication: Letters in Mathematical Physics
publication_identifier:
  eissn:
  - 1573-0530
  issn:
  - 0377-9017
publication_status: epub_ahead
publisher: Springer Nature
quality_controlled: '1'
scopus_import: '1'
status: public
title: Normal typicality and dynamical typicality for a random block-band matrix model
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: 116
year: '2025'
...
---
OA_place: repository
OA_type: green
_id: '21271'
abstract:
- lang: eng
  text: For general non-Hermitian large random matrices X and deterministic deformation
    matrices A, we prove that the local eigenvalue statistics of A+X close to the
    typical edge points of its spectrum are universal. Furthermore, we show that,
    under natural assumptions, on A the spectrum of A+X does not have outliers at
    a distance larger than the natural fluctuation scale of the eigenvalues. As a
    consequence, the number of eigenvalues in each component of Spec(A+X) is deterministic.
acknowledgement: The authors would like to thank the anonymous referee for providing
  helpful comments and suggestions. We also thank Joscha Henheik and Volodymyr Riabov
  for pointing out a gap in an earlier version of the proof of equation (3.18). The
  first, third, and fourth authors are supported by ERC Advanced Grant “RMTBeyond”
  No. 101020331.
article_processing_charge: No
article_type: original
arxiv: 1
author:
- first_name: Andrew J
  full_name: Campbell, Andrew J
  id: 582b06a9-1f1c-11ee-b076-82ffce00dde4
  last_name: Campbell
- first_name: Giorgio
  full_name: Cipolloni, Giorgio
  id: 42198EFA-F248-11E8-B48F-1D18A9856A87
  last_name: Cipolloni
  orcid: 0000-0002-4901-7992
- first_name: László
  full_name: Erdös, László
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
- first_name: Hong Chang
  full_name: Ji, Hong Chang
  id: dd216c0a-c1f9-11eb-beaf-e9ea9d2de76d
  last_name: Ji
citation:
  ama: Campbell AJ, Cipolloni G, Erdös L, Ji HC. On the spectral edge of non-Hermitian
    random matrices. <i>The Annals of Probability</i>. 2025;53(6):2256-2308. doi:<a
    href="https://doi.org/10.1214/25-aop1761">10.1214/25-aop1761</a>
  apa: Campbell, A. J., Cipolloni, G., Erdös, L., &#38; Ji, H. C. (2025). On the spectral
    edge of non-Hermitian random matrices. <i>The Annals of Probability</i>. Institute
    of Mathematical Statistics. <a href="https://doi.org/10.1214/25-aop1761">https://doi.org/10.1214/25-aop1761</a>
  chicago: Campbell, Andrew J, Giorgio Cipolloni, László Erdös, and Hong Chang Ji.
    “On the Spectral Edge of Non-Hermitian Random Matrices.” <i>The Annals of Probability</i>.
    Institute of Mathematical Statistics, 2025. <a href="https://doi.org/10.1214/25-aop1761">https://doi.org/10.1214/25-aop1761</a>.
  ieee: A. J. Campbell, G. Cipolloni, L. Erdös, and H. C. Ji, “On the spectral edge
    of non-Hermitian random matrices,” <i>The Annals of Probability</i>, vol. 53,
    no. 6. Institute of Mathematical Statistics, pp. 2256–2308, 2025.
  ista: Campbell AJ, Cipolloni G, Erdös L, Ji HC. 2025. On the spectral edge of non-Hermitian
    random matrices. The Annals of Probability. 53(6), 2256–2308.
  mla: Campbell, Andrew J., et al. “On the Spectral Edge of Non-Hermitian Random Matrices.”
    <i>The Annals of Probability</i>, vol. 53, no. 6, Institute of Mathematical Statistics,
    2025, pp. 2256–308, doi:<a href="https://doi.org/10.1214/25-aop1761">10.1214/25-aop1761</a>.
  short: A.J. Campbell, G. Cipolloni, L. Erdös, H.C. Ji, The Annals of Probability
    53 (2025) 2256–2308.
corr_author: '1'
date_created: 2026-02-17T07:58:20Z
date_published: 2025-11-01T00:00:00Z
date_updated: 2026-02-18T08:35:38Z
day: '01'
department:
- _id: LaEr
doi: 10.1214/25-aop1761
ec_funded: 1
external_id:
  arxiv:
  - '2404.17512'
intvolume: '        53'
issue: '6'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.48550/arXiv.2404.17512
month: '11'
oa: 1
oa_version: Preprint
page: 2256-2308
project:
- _id: 62796744-2b32-11ec-9570-940b20777f1d
  call_identifier: H2020
  grant_number: '101020331'
  name: Random matrices beyond Wigner-Dyson-Mehta
publication: The Annals of Probability
publication_identifier:
  eissn:
  - 2168-894X
  issn:
  - 0091-1798
publication_status: published
publisher: Institute of Mathematical Statistics
quality_controlled: '1'
status: public
title: On the spectral edge of non-Hermitian random matrices
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 53
year: '2025'
...
---
OA_place: publisher
OA_type: hybrid
_id: '18764'
abstract:
- lang: eng
  text: We prove that a class of weakly perturbed Hamiltonians of the form H_λ= H_0
    + λW, with W being a Wigner matrix, exhibits prethermalization. That is, the time
    evolution generated by H_λ relaxes to its ultimate thermal state via an intermediate
    prethermal state with a lifetime of order λ^{-2}. Moreover, we obtain a general
    relaxation formula, expressing the perturbed dynamics via the unperturbed dynamics
    and the ultimate thermal state. The proof relies on a two-resolvent law for the
    deformed Wigner matrix H_λ.
acknowledgement: "All authors were supported by the ERC Advanced Grant “RMTBeyond”
  No. 101020331.\r\nJ.R. was additionally supported by the ERC Advanced Grant “LDRaM”
  No. 884584.\r\nWe thank Peter Reimann and Lennart Dabelow for helpful comments.
  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: László
  full_name: Erdös, László
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
- first_name: Sven Joscha
  full_name: Henheik, Sven Joscha
  id: 31d731d7-d235-11ea-ad11-b50331c8d7fb
  last_name: Henheik
  orcid: 0000-0003-1106-327X
- first_name: Jana
  full_name: Reker, Jana
  id: e796e4f9-dc8d-11ea-abe3-97e26a0323e9
  last_name: Reker
- first_name: Volodymyr
  full_name: Riabov, Volodymyr
  id: 1949f904-edfb-11eb-afb5-e2dfddabb93b
  last_name: Riabov
citation:
  ama: Erdös L, Henheik SJ, Reker J, Riabov V. Prethermalization for deformed Wigner
    matrices. <i>Annales Henri Poincare</i>. 2025;26:1991-2033. doi:<a href="https://doi.org/10.1007/s00023-024-01518-y">10.1007/s00023-024-01518-y</a>
  apa: Erdös, L., Henheik, S. J., Reker, J., &#38; Riabov, V. (2025). Prethermalization
    for deformed Wigner matrices. <i>Annales Henri Poincare</i>. Springer Nature.
    <a href="https://doi.org/10.1007/s00023-024-01518-y">https://doi.org/10.1007/s00023-024-01518-y</a>
  chicago: Erdös, László, Sven Joscha Henheik, Jana Reker, and Volodymyr Riabov. “Prethermalization
    for Deformed Wigner Matrices.” <i>Annales Henri Poincare</i>. Springer Nature,
    2025. <a href="https://doi.org/10.1007/s00023-024-01518-y">https://doi.org/10.1007/s00023-024-01518-y</a>.
  ieee: L. Erdös, S. J. Henheik, J. Reker, and V. Riabov, “Prethermalization for deformed
    Wigner matrices,” <i>Annales Henri Poincare</i>, vol. 26. Springer Nature, pp.
    1991–2033, 2025.
  ista: Erdös L, Henheik SJ, Reker J, Riabov V. 2025. Prethermalization for deformed
    Wigner matrices. Annales Henri Poincare. 26, 1991–2033.
  mla: Erdös, László, et al. “Prethermalization for Deformed Wigner Matrices.” <i>Annales
    Henri Poincare</i>, vol. 26, Springer Nature, 2025, pp. 1991–2033, doi:<a href="https://doi.org/10.1007/s00023-024-01518-y">10.1007/s00023-024-01518-y</a>.
  short: L. Erdös, S.J. Henheik, J. Reker, V. Riabov, Annales Henri Poincare 26 (2025)
    1991–2033.
corr_author: '1'
date_created: 2025-01-05T23:01:59Z
date_published: 2025-06-01T00:00:00Z
date_updated: 2026-04-07T12:37:11Z
day: '01'
ddc:
- '510'
department:
- _id: LaEr
doi: 10.1007/s00023-024-01518-y
ec_funded: 1
external_id:
  arxiv:
  - '2310.06677'
  isi:
  - '001385326500001'
file:
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  checksum: 49e6a934db540206f7eaa0c798553ded
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  creator: dernst
  date_created: 2025-06-25T05:38:34Z
  date_updated: 2025-06-25T05:38:34Z
  file_id: '19895'
  file_name: 2025_AnnalesHenriPoincare_Erdoes.pdf
  file_size: 977773
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has_accepted_license: '1'
intvolume: '        26'
isi: 1
language:
- iso: eng
month: '06'
oa: 1
oa_version: Published Version
page: 1991-2033
project:
- _id: 62796744-2b32-11ec-9570-940b20777f1d
  call_identifier: H2020
  grant_number: '101020331'
  name: Random matrices beyond Wigner-Dyson-Mehta
publication: Annales Henri Poincare
publication_identifier:
  issn:
  - 1424-0637
publication_status: published
publisher: Springer Nature
quality_controlled: '1'
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scopus_import: '1'
status: public
title: Prethermalization for deformed Wigner matrices
tmp:
  image: /images/cc_by.png
  legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
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  short: CC BY (4.0)
type: journal_article
user_id: 317138e5-6ab7-11ef-aa6d-ffef3953e345
volume: 26
year: '2025'
...
---
OA_place: publisher
OA_type: hybrid
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abstract:
- lang: eng
  text: We consider two Hamiltonians that are close to each other, H1≈H2, and analyze
    the time-decay of the corresponding Loschmidt echo M(t):=|⟨ψ0,eitH2e−itH1ψ0⟩|2
    that expresses the effect of an imperfect time reversal on the initial state ψ0.
    Our model Hamiltonians are deformed Wigner matrices that do not share a common
    eigenbasis. The main tools for our results are two-resolvent laws for such H1
    and H2.
acknowledgement: We thank Giorgio Cipolloni for helpful discussions in a closely related
  joint project. Open access funding provided by Institute of Science and Technology
  (IST Austria). All authors were supported by the ERC Advanced Grant “RMTBeyond”
  No. 101020331.
article_number: '14'
article_processing_charge: Yes (via OA deal)
article_type: original
arxiv: 1
author:
- first_name: László
  full_name: Erdös, László
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
- first_name: Sven Joscha
  full_name: Henheik, Sven Joscha
  id: 31d731d7-d235-11ea-ad11-b50331c8d7fb
  last_name: Henheik
  orcid: 0000-0003-1106-327X
- first_name: Oleksii
  full_name: Kolupaiev, Oleksii
  id: 149b70d4-896a-11ed-bdf8-8c63fd44ca61
  last_name: Kolupaiev
  orcid: 0000-0003-1491-4623
citation:
  ama: Erdös L, Henheik SJ, Kolupaiev O. Loschmidt echo for deformed Wigner matrices.
    <i>Letters in Mathematical Physics</i>. 2025;115. doi:<a href="https://doi.org/10.1007/s11005-025-01904-5">10.1007/s11005-025-01904-5</a>
  apa: Erdös, L., Henheik, S. J., &#38; Kolupaiev, O. (2025). Loschmidt echo for deformed
    Wigner matrices. <i>Letters in Mathematical Physics</i>. Springer Nature. <a href="https://doi.org/10.1007/s11005-025-01904-5">https://doi.org/10.1007/s11005-025-01904-5</a>
  chicago: Erdös, László, Sven Joscha Henheik, and Oleksii Kolupaiev. “Loschmidt Echo
    for Deformed Wigner Matrices.” <i>Letters in Mathematical Physics</i>. Springer
    Nature, 2025. <a href="https://doi.org/10.1007/s11005-025-01904-5">https://doi.org/10.1007/s11005-025-01904-5</a>.
  ieee: L. Erdös, S. J. Henheik, and O. Kolupaiev, “Loschmidt echo for deformed Wigner
    matrices,” <i>Letters in Mathematical Physics</i>, vol. 115. Springer Nature,
    2025.
  ista: Erdös L, Henheik SJ, Kolupaiev O. 2025. Loschmidt echo for deformed Wigner
    matrices. Letters in Mathematical Physics. 115, 14.
  mla: Erdös, László, et al. “Loschmidt Echo for Deformed Wigner Matrices.” <i>Letters
    in Mathematical Physics</i>, vol. 115, 14, Springer Nature, 2025, doi:<a href="https://doi.org/10.1007/s11005-025-01904-5">10.1007/s11005-025-01904-5</a>.
  short: L. Erdös, S.J. Henheik, O. Kolupaiev, Letters in Mathematical Physics 115
    (2025).
corr_author: '1'
date_created: 2025-02-05T06:48:29Z
date_published: 2025-01-30T00:00:00Z
date_updated: 2026-04-07T12:37:10Z
day: '30'
ddc:
- '510'
department:
- _id: LaEr
doi: 10.1007/s11005-025-01904-5
ec_funded: 1
external_id:
  arxiv:
  - '2410.08108'
  isi:
  - '001409618800002'
  pmid:
  - '39896265'
file:
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language:
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oa: 1
oa_version: Published Version
pmid: 1
project:
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  call_identifier: H2020
  grant_number: '101020331'
  name: Random matrices beyond Wigner-Dyson-Mehta
publication: Letters in Mathematical Physics
publication_identifier:
  issn:
  - 1573-0530
publication_status: published
publisher: Springer Nature
quality_controlled: '1'
related_material:
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scopus_import: '1'
status: public
title: Loschmidt echo for deformed Wigner matrices
tmp:
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  name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
  short: CC BY (4.0)
type: journal_article
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volume: 115
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...
---
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OA_place: publisher
OA_type: gold
_id: '19500'
abstract:
- lang: eng
  text: We consider the Brown measure of the free circular Brownian motion,  a+t√x
    , with an arbitrary initial condition  a , i.e.  a  is a general non-normal operator
    and  x  is a circular element  ∗ -free from  a . We prove that, under a mild assumption
    on  a , the density of the Brown measure has one of the following two types of
    behavior around each point on the boundary of its support -- either (i) sharp
    cut, i.e. a jump discontinuity along the boundary, or (ii) quadratic decay at
    certain critical points on the boundary. Our result is in direct analogy with
    the previously known phenomenon for the spectral density of free semicircular
    Brownian motion, whose singularities are either a square-root edge or a cubic
    cusp. We also provide several examples and counterexamples, one of which shows
    that our assumption on  a  is necessary.
acknowledgement: We thank Ping Zhong for pointing out references [15,19] and providing
  helpful comments. We also thank the anonymous referee for many valuable comments
  and proposals to streamline the presentation. This work was partially supported
  by ERC Advanced Grant “RMTBeyond” No. 10102033.
article_processing_charge: Yes
article_type: original
arxiv: 1
author:
- first_name: László
  full_name: Erdös, László
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
- first_name: Hong Chang
  full_name: Ji, Hong Chang
  last_name: Ji
citation:
  ama: Erdös L, Ji HC. Density of Brown measure of free circular Brownian motion.
    <i>Documenta Mathematica</i>. 2025;30(2):417-453. doi:<a href="https://doi.org/10.4171/DM/999">10.4171/DM/999</a>
  apa: Erdös, L., &#38; Ji, H. C. (2025). Density of Brown measure of free circular
    Brownian motion. <i>Documenta Mathematica</i>. EMS Press. <a href="https://doi.org/10.4171/DM/999">https://doi.org/10.4171/DM/999</a>
  chicago: Erdös, László, and Hong Chang Ji. “Density of Brown Measure of Free Circular
    Brownian Motion.” <i>Documenta Mathematica</i>. EMS Press, 2025. <a href="https://doi.org/10.4171/DM/999">https://doi.org/10.4171/DM/999</a>.
  ieee: L. Erdös and H. C. Ji, “Density of Brown measure of free circular Brownian
    motion,” <i>Documenta Mathematica</i>, vol. 30, no. 2. EMS Press, pp. 417–453,
    2025.
  ista: Erdös L, Ji HC. 2025. Density of Brown measure of free circular Brownian motion.
    Documenta Mathematica. 30(2), 417–453.
  mla: Erdös, László, and Hong Chang Ji. “Density of Brown Measure of Free Circular
    Brownian Motion.” <i>Documenta Mathematica</i>, vol. 30, no. 2, EMS Press, 2025,
    pp. 417–53, doi:<a href="https://doi.org/10.4171/DM/999">10.4171/DM/999</a>.
  short: L. Erdös, H.C. Ji, Documenta Mathematica 30 (2025) 417–453.
corr_author: '1'
date_created: 2025-04-06T22:01:32Z
date_published: 2025-03-20T00:00:00Z
date_updated: 2025-09-30T11:28:02Z
day: '20'
ddc:
- '510'
department:
- _id: LaEr
doi: 10.4171/DM/999
ec_funded: 1
external_id:
  arxiv:
  - '2307.08626'
  isi:
  - '001450119900005'
file:
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file_date_updated: 2025-04-07T11:21:13Z
has_accepted_license: '1'
intvolume: '        30'
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issue: '2'
language:
- iso: eng
month: '03'
oa: 1
oa_version: Published Version
page: 417-453
project:
- _id: 62796744-2b32-11ec-9570-940b20777f1d
  call_identifier: H2020
  grant_number: '101020331'
  name: Random matrices beyond Wigner-Dyson-Mehta
publication: Documenta Mathematica
publication_identifier:
  eissn:
  - 1431-0643
  issn:
  - 1431-0635
publication_status: published
publisher: EMS Press
quality_controlled: '1'
scopus_import: '1'
status: public
title: Density of Brown measure of free circular Brownian motion
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: 30
year: '2025'
...
---
OA_place: repository
_id: '19546'
abstract:
- lang: eng
  text: "We study the sensitivity of the eigenvectors of random matrices, showing
    that\r\neven small perturbations make the eigenvectors almost orthogonal. More\r\nprecisely,
    we consider two deformed Wigner matrices $W+D_1$, $W+D_2$ and show\r\nthat their
    bulk eigenvectors become asymptotically orthogonal as soon as\r\n$\\mathrm{Tr}(D_1-D_2)^2\\gg
    1$, or their respective energies are separated on a\r\nscale much bigger than
    the local eigenvalue spacing. Furthermore, we show that\r\nquadratic forms of
    eigenvectors of $W+D_1$, $W+D_2$ with any deterministic\r\nmatrix $A\\in\\mathbf{C}^{N\\times
    N}$ in a specific subspace of codimension one\r\nare of size $N^{-1/2}$. This
    proves a generalization of the Eigenstate\r\nThermalization Hypothesis to eigenvectors
    belonging to two different spectral\r\nfamilies."
acknowledgement: Supported by the ERC Advanced Grant “RMTBeyond” No. 101020331.
article_processing_charge: No
arxiv: 1
author:
- first_name: Giorgio
  full_name: Cipolloni, Giorgio
  id: 42198EFA-F248-11E8-B48F-1D18A9856A87
  last_name: Cipolloni
  orcid: 0000-0002-4901-7992
- first_name: László
  full_name: Erdös, László
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
- first_name: Sven Joscha
  full_name: Henheik, Sven Joscha
  id: 31d731d7-d235-11ea-ad11-b50331c8d7fb
  last_name: Henheik
  orcid: 0000-0003-1106-327X
- first_name: Oleksii
  full_name: Kolupaiev, Oleksii
  id: 149b70d4-896a-11ed-bdf8-8c63fd44ca61
  last_name: Kolupaiev
  orcid: 0000-0003-1491-4623
citation:
  ama: Cipolloni G, Erdös L, Henheik SJ, Kolupaiev O. Eigenvector decorrelation for
    random matrices. <i>arXiv</i>. doi:<a href="https://doi.org/10.48550/arXiv.2410.10718">10.48550/arXiv.2410.10718</a>
  apa: Cipolloni, G., Erdös, L., Henheik, S. J., &#38; Kolupaiev, O. (n.d.). Eigenvector
    decorrelation for random matrices. <i>arXiv</i>. <a href="https://doi.org/10.48550/arXiv.2410.10718">https://doi.org/10.48550/arXiv.2410.10718</a>
  chicago: Cipolloni, Giorgio, László Erdös, Sven Joscha Henheik, and Oleksii Kolupaiev.
    “Eigenvector Decorrelation for Random Matrices.” <i>ArXiv</i>, n.d. <a href="https://doi.org/10.48550/arXiv.2410.10718">https://doi.org/10.48550/arXiv.2410.10718</a>.
  ieee: G. Cipolloni, L. Erdös, S. J. Henheik, and O. Kolupaiev, “Eigenvector decorrelation
    for random matrices,” <i>arXiv</i>. .
  ista: Cipolloni G, Erdös L, Henheik SJ, Kolupaiev O. Eigenvector decorrelation for
    random matrices. arXiv, <a href="https://doi.org/10.48550/arXiv.2410.10718">10.48550/arXiv.2410.10718</a>.
  mla: Cipolloni, Giorgio, et al. “Eigenvector Decorrelation for Random Matrices.”
    <i>ArXiv</i>, doi:<a href="https://doi.org/10.48550/arXiv.2410.10718">10.48550/arXiv.2410.10718</a>.
  short: G. Cipolloni, L. Erdös, S.J. Henheik, O. Kolupaiev, ArXiv (n.d.).
corr_author: '1'
date_created: 2025-04-11T08:34:49Z
date_published: 2025-01-30T00:00:00Z
date_updated: 2026-04-07T12:37:11Z
day: '30'
department:
- _id: LaEr
doi: 10.48550/arXiv.2410.10718
ec_funded: 1
external_id:
  arxiv:
  - '2410.10718'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.48550/arXiv.2410.10718
month: '01'
oa: 1
oa_version: Preprint
project:
- _id: 62796744-2b32-11ec-9570-940b20777f1d
  call_identifier: H2020
  grant_number: '101020331'
  name: Random matrices beyond Wigner-Dyson-Mehta
publication: arXiv
publication_status: draft
related_material:
  record:
  - id: '19540'
    relation: dissertation_contains
    status: public
status: public
title: Eigenvector decorrelation for random matrices
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: preprint
user_id: 8b945eb4-e2f2-11eb-945a-df72226e66a9
year: '2025'
...
---
OA_place: publisher
OA_type: hybrid
_id: '19737'
abstract:
- lang: eng
  text: For general large non–Hermitian random matrices X and deterministic normal
    deformations A, we prove that the local eigenvalue statistics of A + X close to
    the critical edge points of its spectrum are universal. This concludes the proof
    of the third and last remaining typical universality class for non–Hermitian random
    matrices (for normal deformations), after bulk and sharp edge universalities have
    been established in recent years.
acknowledgement: Open access funding provided by Institute of Science and Technology
  (IST Austria). Supported by ERC Advanced Grant “RMTBeyond” No. 101020331.
article_number: '050603'
article_processing_charge: Yes (via OA deal)
article_type: original
author:
- first_name: Giorgio
  full_name: Cipolloni, Giorgio
  id: 42198EFA-F248-11E8-B48F-1D18A9856A87
  last_name: Cipolloni
  orcid: 0000-0002-4901-7992
- first_name: László
  full_name: Erdös, László
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
- first_name: Hong Chang
  full_name: Ji, Hong Chang
  last_name: Ji
citation:
  ama: Cipolloni G, Erdös L, Ji HC. Non–Hermitian spectral universality at critical
    points. <i>Probability Theory and Related Fields</i>. 2025. doi:<a href="https://doi.org/10.1007/s00440-025-01384-7">10.1007/s00440-025-01384-7</a>
  apa: Cipolloni, G., Erdös, L., &#38; Ji, H. C. (2025). Non–Hermitian spectral universality
    at critical points. <i>Probability Theory and Related Fields</i>. Springer Nature.
    <a href="https://doi.org/10.1007/s00440-025-01384-7">https://doi.org/10.1007/s00440-025-01384-7</a>
  chicago: Cipolloni, Giorgio, László Erdös, and Hong Chang Ji. “Non–Hermitian Spectral
    Universality at Critical Points.” <i>Probability Theory and Related Fields</i>.
    Springer Nature, 2025. <a href="https://doi.org/10.1007/s00440-025-01384-7">https://doi.org/10.1007/s00440-025-01384-7</a>.
  ieee: G. Cipolloni, L. Erdös, and H. C. Ji, “Non–Hermitian spectral universality
    at critical points,” <i>Probability Theory and Related Fields</i>. Springer Nature,
    2025.
  ista: Cipolloni G, Erdös L, Ji HC. 2025. Non–Hermitian spectral universality at
    critical points. Probability Theory and Related Fields., 050603.
  mla: Cipolloni, Giorgio, et al. “Non–Hermitian Spectral Universality at Critical
    Points.” <i>Probability Theory and Related Fields</i>, 050603, Springer Nature,
    2025, doi:<a href="https://doi.org/10.1007/s00440-025-01384-7">10.1007/s00440-025-01384-7</a>.
  short: G. Cipolloni, L. Erdös, H.C. Ji, Probability Theory and Related Fields (2025).
corr_author: '1'
date_created: 2025-05-25T22:16:59Z
date_published: 2025-01-01T00:00:00Z
date_updated: 2026-06-18T18:17:57Z
day: '01'
ddc:
- '500'
department:
- _id: LaEr
doi: 10.1007/s00440-025-01384-7
ec_funded: 1
external_id:
  isi:
  - '001493091900001'
isi: 1
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.1007/s00440-025-01384-7
month: '01'
oa: 1
oa_version: Published Version
project:
- _id: 62796744-2b32-11ec-9570-940b20777f1d
  call_identifier: H2020
  grant_number: '101020331'
  name: Random matrices beyond Wigner-Dyson-Mehta
publication: Probability Theory and Related Fields
publication_identifier:
  eissn:
  - 1432-2064
  issn:
  - 0178-8051
publication_status: epub_ahead
publisher: Springer Nature
quality_controlled: '1'
scopus_import: '1'
status: public
title: Non–Hermitian spectral universality at critical points
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
year: '2025'
...
---
OA_place: publisher
OA_type: hybrid
PlanS_conform: '1'
_id: '20322'
abstract:
- lang: eng
  text: For correlated real symmetric or complex Hermitian random matrices, we prove
    that the local eigenvalue statistics at any cusp singularity are universal. Since
    the density of states typically exhibits only square root edge or cubic root cusp
    singularities, our result completes the proof of the Wigner–Dyson–Mehta universality
    conjecture in all spectral regimes for a very general class of random matrices.
    Previously only the bulk and the edge universality were established in this generality
    (Alt et al. in Ann Probab 48(2):963–1001, 2020), while cusp universality was proven
    only for Wigner-type matrices with independent entries (Cipolloni et al. in Pure
    Appl Anal 1:615–707, 2019; Erdős et al. in Commun. Math. Phys. 378:1203–1278,
    2018). As our main technical input, we prove an optimal local law at the cusp
    using the <jats:italic>Zigzag strategy</jats:italic>, a recursive tandem of the
    characteristic flow method and a Green function comparison argument. Moreover,
    our proof of the optimal local law holds uniformly in the spectrum, thus we also
    provide a significantly simplified alternative proof of the local eigenvalue universality
    in the previously studied bulk (Erdős et al. in Forum Math. Sigma 7:E8, 2019)
    and edge (Alt et al. in Ann Probab 48(2):963–1001, 2020) regimes.
acknowledgement: We thank Giorgio Cipolloni for many productive discussions and the
  anonymous referees for several useful suggestions and spotting some typos. Open
  access funding provided by Institute of Science and Technology (IST Austria).
article_number: '253'
article_processing_charge: Yes (via OA deal)
article_type: original
arxiv: 1
author:
- first_name: László
  full_name: Erdös, László
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
- first_name: Sven Joscha
  full_name: Henheik, Sven Joscha
  id: 31d731d7-d235-11ea-ad11-b50331c8d7fb
  last_name: Henheik
  orcid: 0000-0003-1106-327X
- first_name: Volodymyr
  full_name: Riabov, Volodymyr
  id: 1949f904-edfb-11eb-afb5-e2dfddabb93b
  last_name: Riabov
citation:
  ama: Erdös L, Henheik SJ, Riabov V. Cusp universality for correlated random matrices.
    <i>Communications in Mathematical Physics</i>. 2025;406(10). doi:<a href="https://doi.org/10.1007/s00220-025-05417-z">10.1007/s00220-025-05417-z</a>
  apa: Erdös, L., Henheik, S. J., &#38; Riabov, V. (2025). Cusp universality for correlated
    random matrices. <i>Communications in Mathematical Physics</i>. Springer Nature.
    <a href="https://doi.org/10.1007/s00220-025-05417-z">https://doi.org/10.1007/s00220-025-05417-z</a>
  chicago: Erdös, László, Sven Joscha Henheik, and Volodymyr Riabov. “Cusp Universality
    for Correlated Random Matrices.” <i>Communications in Mathematical Physics</i>.
    Springer Nature, 2025. <a href="https://doi.org/10.1007/s00220-025-05417-z">https://doi.org/10.1007/s00220-025-05417-z</a>.
  ieee: L. Erdös, S. J. Henheik, and V. Riabov, “Cusp universality for correlated
    random matrices,” <i>Communications in Mathematical Physics</i>, vol. 406, no.
    10. Springer Nature, 2025.
  ista: Erdös L, Henheik SJ, Riabov V. 2025. Cusp universality for correlated random
    matrices. Communications in Mathematical Physics. 406(10), 253.
  mla: Erdös, László, et al. “Cusp Universality for Correlated Random Matrices.” <i>Communications
    in Mathematical Physics</i>, vol. 406, no. 10, 253, Springer Nature, 2025, doi:<a
    href="https://doi.org/10.1007/s00220-025-05417-z">10.1007/s00220-025-05417-z</a>.
  short: L. Erdös, S.J. Henheik, V. Riabov, Communications in Mathematical Physics
    406 (2025).
corr_author: '1'
date_created: 2025-09-10T05:38:17Z
date_published: 2025-09-01T00:00:00Z
date_updated: 2026-04-07T12:32:19Z
day: '01'
ddc:
- '510'
department:
- _id: LaEr
doi: 10.1007/s00220-025-05417-z
external_id:
  arxiv:
  - '2410.06813'
  isi:
  - '001565019000005'
file:
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  date_created: 2025-09-10T07:48:21Z
  date_updated: 2025-09-10T07:48:21Z
  file_id: '20336'
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  file_size: 1465827
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file_date_updated: 2025-09-10T07:48:21Z
has_accepted_license: '1'
intvolume: '       406'
isi: 1
issue: '10'
language:
- iso: eng
month: '09'
oa: 1
oa_version: Published Version
publication: Communications in Mathematical Physics
publication_identifier:
  eissn:
  - 1432-0916
  issn:
  - 0010-3616
publication_status: published
publisher: Springer Nature
quality_controlled: '1'
related_material:
  record:
  - id: '19547'
    relation: earlier_version
    status: public
  - id: '20575'
    relation: dissertation_contains
    status: public
scopus_import: '1'
status: public
title: Cusp universality for correlated random matrices
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: 406
year: '2025'
...
---
OA_place: publisher
OA_type: hybrid
PlanS_conform: '1'
_id: '20478'
abstract:
- lang: eng
  text: 'We consider the Wigner minor process, i.e. the eigenvalues of an N\times
    N Wigner matrix H^{(N)} together with the eigenvalues of all its n\times n minors,
    H^{(n)}, n\le N. The top eigenvalues of H^{(N)} and those of its immediate minor
    H^{(N-1)} are very strongly correlated, but this correlation becomes weaker for
    smaller minors H^{(N-k)} as k increases. For the GUE minor process the critical
    transition regime around k\sim N^{2/3} was analyzed by Forrester and Nagao (J.
    Stat. Mech.: Theory and Experiment, 2011) providing an explicit formula for the
    nontrivial joint correlation function. We prove that this formula is universal,
    i.e. it holds for the Wigner minor process. Moreover, we give a complete analysis
    of the sub- and supercritical regimes both for eigenvalues and for the corresponding
    eigenvector overlaps, thus we prove the decorrelation transition in full generality.'
acknowledgement: Open access funding provided by Institute of Science and Technology
  (IST Austria). Zhigang Bao Supported by Hong Kong RGC Grant GRF 16304724, NSFC12222121
  and NSFC12271475. László Erdős, Joscha Henheik and Oleksii Kolupaiev Supported by
  the ERC Advanced Grant “RMTBeyond” No. 101020331.
article_processing_charge: Yes (via OA deal)
article_type: original
arxiv: 1
author:
- first_name: Zhigang
  full_name: Bao, Zhigang
  id: 442E6A6C-F248-11E8-B48F-1D18A9856A87
  last_name: Bao
  orcid: 0000-0003-3036-1475
- first_name: Giorgio
  full_name: Cipolloni, Giorgio
  id: 42198EFA-F248-11E8-B48F-1D18A9856A87
  last_name: Cipolloni
  orcid: 0000-0002-4901-7992
- first_name: László
  full_name: Erdös, László
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
- first_name: Sven Joscha
  full_name: Henheik, Sven Joscha
  id: 31d731d7-d235-11ea-ad11-b50331c8d7fb
  last_name: Henheik
  orcid: 0000-0003-1106-327X
- first_name: Oleksii
  full_name: Kolupaiev, Oleksii
  id: 149b70d4-896a-11ed-bdf8-8c63fd44ca61
  last_name: Kolupaiev
  orcid: 0000-0003-1491-4623
citation:
  ama: Bao Z, Cipolloni G, Erdös L, Henheik SJ, Kolupaiev O. Decorrelation transition
    in the Wigner minor process. <i>Probability Theory and Related Fields</i>. 2025.
    doi:<a href="https://doi.org/10.1007/s00440-025-01422-4">10.1007/s00440-025-01422-4</a>
  apa: Bao, Z., Cipolloni, G., Erdös, L., Henheik, S. J., &#38; Kolupaiev, O. (2025).
    Decorrelation transition in the Wigner minor process. <i>Probability Theory and
    Related Fields</i>. Springer Nature. <a href="https://doi.org/10.1007/s00440-025-01422-4">https://doi.org/10.1007/s00440-025-01422-4</a>
  chicago: Bao, Zhigang, Giorgio Cipolloni, László Erdös, Sven Joscha Henheik, and
    Oleksii Kolupaiev. “Decorrelation Transition in the Wigner Minor Process.” <i>Probability
    Theory and Related Fields</i>. Springer Nature, 2025. <a href="https://doi.org/10.1007/s00440-025-01422-4">https://doi.org/10.1007/s00440-025-01422-4</a>.
  ieee: Z. Bao, G. Cipolloni, L. Erdös, S. J. Henheik, and O. Kolupaiev, “Decorrelation
    transition in the Wigner minor process,” <i>Probability Theory and Related Fields</i>.
    Springer Nature, 2025.
  ista: Bao Z, Cipolloni G, Erdös L, Henheik SJ, Kolupaiev O. 2025. Decorrelation
    transition in the Wigner minor process. Probability Theory and Related Fields.
  mla: Bao, Zhigang, et al. “Decorrelation Transition in the Wigner Minor Process.”
    <i>Probability Theory and Related Fields</i>, Springer Nature, 2025, doi:<a href="https://doi.org/10.1007/s00440-025-01422-4">10.1007/s00440-025-01422-4</a>.
  short: Z. Bao, G. Cipolloni, L. Erdös, S.J. Henheik, O. Kolupaiev, Probability Theory
    and Related Fields (2025).
corr_author: '1'
date_created: 2025-10-16T13:10:26Z
date_published: 2025-09-20T00:00:00Z
date_updated: 2026-06-18T18:23:40Z
day: '20'
ddc:
- '500'
department:
- _id: LaEr
doi: 10.1007/s00440-025-01422-4
ec_funded: 1
external_id:
  arxiv:
  - '2503.06549'
  isi:
  - '001574640900001'
isi: 1
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.1007/s00440-025-01422-4
month: '09'
oa: 1
oa_version: Published Version
project:
- _id: 62796744-2b32-11ec-9570-940b20777f1d
  call_identifier: H2020
  grant_number: '101020331'
  name: Random matrices beyond Wigner-Dyson-Mehta
publication: Probability Theory and Related Fields
publication_identifier:
  eissn:
  - 1432-2064
  issn:
  - 0178-8051
publication_status: epub_ahead
publisher: Springer Nature
quality_controlled: '1'
scopus_import: '1'
status: public
title: Decorrelation transition in the Wigner minor process
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
year: '2025'
...
---
OA_place: repository
_id: '20576'
abstract:
- lang: eng
  text: We prove that a very general class of $N\times N$ Hermitian random band matrices
    is in the delocalized phase when the band width $W$ exceeds the critical threshold,
    $W\gg \sqrt{N}$. In this regime, we show that, in the bulk spectrum, the eigenfunctions
    are fully delocalized, the eigenvalues follow the universal Wigner-Dyson statistics,
    and quantum unique ergodicity holds for general diagonal observables with an optimal
    convergence rate. Our results are valid for general variance profiles, arbitrary
    single entry distributions, in both real-symmetric and complex-Hermitian symmetry
    classes. In particular, our work substantially generalizes the recent breakthrough
    result of Yau and Yin [arXiv:2501.01718], obtained for a specific complex Hermitian
    Gaussian block band matrix. The main technical input is the optimal multi-resolvent
    local laws -- both in the averaged and fully isotropic form. We also generalize
    the $\sqrtη$-rule from [arXiv:2012.13215] to exploit the additional effect of
    traceless observables. Our analysis is based on the zigzag strategy, complemented
    with a new global-scale estimate derived using the static version of the master
    inequalities, while the zig-step and the a priori estimates on the deterministic
    approximations are proven dynamically.
acknowledgement: " Supported by the ERC\r\nAdvanced Grant ”RMTBeyond” No. 101020331."
article_processing_charge: No
author:
- first_name: László
  full_name: Erdös, László
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
- first_name: Volodymyr
  full_name: Riabov, Volodymyr
  id: 1949f904-edfb-11eb-afb5-e2dfddabb93b
  last_name: Riabov
citation:
  ama: Erdös L, Riabov V. The zigzag strategy for random band matrices. <i>arXiv</i>.
    doi:<a href="https://doi.org/10.48550/ARXIV.2506.06441">10.48550/ARXIV.2506.06441</a>
  apa: Erdös, L., &#38; Riabov, V. (n.d.). The zigzag strategy for random band matrices.
    <i>arXiv</i>. <a href="https://doi.org/10.48550/ARXIV.2506.06441">https://doi.org/10.48550/ARXIV.2506.06441</a>
  chicago: Erdös, László, and Volodymyr Riabov. “The Zigzag Strategy for Random Band
    Matrices.” <i>ArXiv</i>, n.d. <a href="https://doi.org/10.48550/ARXIV.2506.06441">https://doi.org/10.48550/ARXIV.2506.06441</a>.
  ieee: L. Erdös and V. Riabov, “The zigzag strategy for random band matrices,” <i>arXiv</i>.
    .
  ista: Erdös L, Riabov V. The zigzag strategy for random band matrices. arXiv, <a
    href="https://doi.org/10.48550/ARXIV.2506.06441">10.48550/ARXIV.2506.06441</a>.
  mla: Erdös, László, and Volodymyr Riabov. “The Zigzag Strategy for Random Band Matrices.”
    <i>ArXiv</i>, doi:<a href="https://doi.org/10.48550/ARXIV.2506.06441">10.48550/ARXIV.2506.06441</a>.
  short: L. Erdös, V. Riabov, ArXiv (n.d.).
corr_author: '1'
date_created: 2025-10-29T19:09:03Z
date_published: 2025-06-06T00:00:00Z
date_updated: 2026-04-07T12:32:19Z
day: '06'
department:
- _id: GradSch
- _id: LaEr
doi: 10.48550/ARXIV.2506.06441
ec_funded: 1
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.48550/arXiv.2506.06441
month: '06'
oa: 1
oa_version: Preprint
project:
- _id: 62796744-2b32-11ec-9570-940b20777f1d
  call_identifier: H2020
  grant_number: '101020331'
  name: Random matrices beyond Wigner-Dyson-Mehta
publication: arXiv
publication_status: draft
related_material:
  record:
  - id: '20575'
    relation: dissertation_contains
    status: public
status: public
title: The zigzag strategy for random band matrices
type: preprint
user_id: 8b945eb4-e2f2-11eb-945a-df72226e66a9
year: '2025'
...
---
_id: '14408'
abstract:
- lang: eng
  text: "We prove that the mesoscopic linear statistics ∑if(na(σi−z0)) of the eigenvalues
    {σi}i of large n×n non-Hermitian random matrices with complex centred i.i.d. entries
    are asymptotically Gaussian for any H20-functions f around any point z0 in the
    bulk of the spectrum on any mesoscopic scale 0<a<1/2. This extends our previous
    result (Cipolloni et al. in Commun Pure Appl Math, 2019. arXiv:1912.04100), that
    was valid on the macroscopic scale, a=0\r\n, to cover the entire mesoscopic regime.
    The main novelty is a local law for the product of resolvents for the Hermitization
    of X at spectral parameters z1,z2 with an improved error term in the entire mesoscopic
    regime |z1−z2|≫n−1/2. The proof is dynamical; it relies on a recursive tandem
    of the characteristic flow method and the Green function comparison idea combined
    with a separation of the unstable mode of the underlying stability operator."
acknowledgement: "The authors are grateful to Joscha Henheik for his help with the
  formulas in Appendix B.\r\nLászló Erdős supported by ERC Advanced Grant “RMTBeyond”
  No. 101020331. Dominik Schröder supported by the SNSF Ambizione Grant PZ00P2 209089."
article_processing_charge: No
article_type: original
arxiv: 1
author:
- first_name: Giorgio
  full_name: Cipolloni, Giorgio
  id: 42198EFA-F248-11E8-B48F-1D18A9856A87
  last_name: Cipolloni
  orcid: 0000-0002-4901-7992
- first_name: László
  full_name: Erdös, László
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
- first_name: Dominik J
  full_name: Schröder, Dominik J
  id: 408ED176-F248-11E8-B48F-1D18A9856A87
  last_name: Schröder
  orcid: 0000-0002-2904-1856
citation:
  ama: Cipolloni G, Erdös L, Schröder DJ. Mesoscopic central limit theorem for non-Hermitian
    random matrices. <i>Probability Theory and Related Fields</i>. 2024;188:1131-1182.
    doi:<a href="https://doi.org/10.1007/s00440-023-01229-1">10.1007/s00440-023-01229-1</a>
  apa: Cipolloni, G., Erdös, L., &#38; Schröder, D. J. (2024). Mesoscopic central
    limit theorem for non-Hermitian random matrices. <i>Probability Theory and Related
    Fields</i>. Springer Nature. <a href="https://doi.org/10.1007/s00440-023-01229-1">https://doi.org/10.1007/s00440-023-01229-1</a>
  chicago: Cipolloni, Giorgio, László Erdös, and Dominik J Schröder. “Mesoscopic Central
    Limit Theorem for Non-Hermitian Random Matrices.” <i>Probability Theory and Related
    Fields</i>. Springer Nature, 2024. <a href="https://doi.org/10.1007/s00440-023-01229-1">https://doi.org/10.1007/s00440-023-01229-1</a>.
  ieee: G. Cipolloni, L. Erdös, and D. J. Schröder, “Mesoscopic central limit theorem
    for non-Hermitian random matrices,” <i>Probability Theory and Related Fields</i>,
    vol. 188. Springer Nature, pp. 1131–1182, 2024.
  ista: Cipolloni G, Erdös L, Schröder DJ. 2024. Mesoscopic central limit theorem
    for non-Hermitian random matrices. Probability Theory and Related Fields. 188,
    1131–1182.
  mla: Cipolloni, Giorgio, et al. “Mesoscopic Central Limit Theorem for Non-Hermitian
    Random Matrices.” <i>Probability Theory and Related Fields</i>, vol. 188, Springer
    Nature, 2024, pp. 1131–82, doi:<a href="https://doi.org/10.1007/s00440-023-01229-1">10.1007/s00440-023-01229-1</a>.
  short: G. Cipolloni, L. Erdös, D.J. Schröder, Probability Theory and Related Fields
    188 (2024) 1131–1182.
date_created: 2023-10-08T22:01:17Z
date_published: 2024-04-01T00:00:00Z
date_updated: 2025-08-05T13:28:15Z
day: '01'
department:
- _id: LaEr
doi: 10.1007/s00440-023-01229-1
ec_funded: 1
external_id:
  arxiv:
  - '2210.12060'
  isi:
  - '001118972500001'
intvolume: '       188'
isi: 1
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.48550/arXiv.2210.12060
month: '04'
oa: 1
oa_version: Preprint
page: 1131-1182
project:
- _id: 62796744-2b32-11ec-9570-940b20777f1d
  call_identifier: H2020
  grant_number: '101020331'
  name: Random matrices beyond Wigner-Dyson-Mehta
publication: Probability Theory and Related Fields
publication_identifier:
  eissn:
  - 1432-2064
  issn:
  - 0178-8051
publication_status: published
publisher: Springer Nature
quality_controlled: '1'
scopus_import: '1'
status: public
title: Mesoscopic central limit theorem for non-Hermitian random matrices
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 188
year: '2024'
...
---
_id: '15025'
abstract:
- lang: eng
  text: We consider quadratic forms of deterministic matrices A evaluated at the random
    eigenvectors of a large N×N GOE or GUE matrix, or equivalently evaluated at the
    columns of a Haar-orthogonal or Haar-unitary random matrix. We prove that, as
    long as the deterministic matrix has rank much smaller than √N, the distributions
    of the extrema of these quadratic forms are asymptotically the same as if the
    eigenvectors were independent Gaussians. This reduces the problem to Gaussian
    computations, which we carry out in several cases to illustrate our result, finding
    Gumbel or Weibull limiting distributions depending on the signature of A. Our
    result also naturally applies to the eigenvectors of any invariant ensemble.
acknowledgement: The first author was supported by the ERC Advanced Grant “RMTBeyond”
  No. 101020331. The second author was supported by Fulbright Austria and the Austrian
  Marshall Plan Foundation.
article_processing_charge: No
article_type: original
arxiv: 1
author:
- first_name: László
  full_name: Erdös, László
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
- first_name: Benjamin
  full_name: McKenna, Benjamin
  id: b0cc634c-d549-11ee-96c8-87338c7ad808
  last_name: McKenna
  orcid: 0000-0003-2625-495X
citation:
  ama: Erdös L, McKenna B. Extremal statistics of quadratic forms of GOE/GUE eigenvectors.
    <i>Annals of Applied Probability</i>. 2024;34(1B):1623-1662. doi:<a href="https://doi.org/10.1214/23-AAP2000">10.1214/23-AAP2000</a>
  apa: Erdös, L., &#38; McKenna, B. (2024). Extremal statistics of quadratic forms
    of GOE/GUE eigenvectors. <i>Annals of Applied Probability</i>. Institute of Mathematical
    Statistics. <a href="https://doi.org/10.1214/23-AAP2000">https://doi.org/10.1214/23-AAP2000</a>
  chicago: Erdös, László, and Benjamin McKenna. “Extremal Statistics of Quadratic
    Forms of GOE/GUE Eigenvectors.” <i>Annals of Applied Probability</i>. Institute
    of Mathematical Statistics, 2024. <a href="https://doi.org/10.1214/23-AAP2000">https://doi.org/10.1214/23-AAP2000</a>.
  ieee: L. Erdös and B. McKenna, “Extremal statistics of quadratic forms of GOE/GUE
    eigenvectors,” <i>Annals of Applied Probability</i>, vol. 34, no. 1B. Institute
    of Mathematical Statistics, pp. 1623–1662, 2024.
  ista: Erdös L, McKenna B. 2024. Extremal statistics of quadratic forms of GOE/GUE
    eigenvectors. Annals of Applied Probability. 34(1B), 1623–1662.
  mla: Erdös, László, and Benjamin McKenna. “Extremal Statistics of Quadratic Forms
    of GOE/GUE Eigenvectors.” <i>Annals of Applied Probability</i>, vol. 34, no. 1B,
    Institute of Mathematical Statistics, 2024, pp. 1623–62, doi:<a href="https://doi.org/10.1214/23-AAP2000">10.1214/23-AAP2000</a>.
  short: L. Erdös, B. McKenna, Annals of Applied Probability 34 (2024) 1623–1662.
corr_author: '1'
date_created: 2024-02-25T23:00:56Z
date_published: 2024-02-01T00:00:00Z
date_updated: 2025-09-04T12:08:11Z
day: '01'
department:
- _id: LaEr
doi: 10.1214/23-AAP2000
ec_funded: 1
external_id:
  arxiv:
  - '2208.12206'
  isi:
  - '001163006100021'
intvolume: '        34'
isi: 1
issue: 1B
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.48550/arXiv.2208.12206
month: '02'
oa: 1
oa_version: Preprint
page: 1623-1662
project:
- _id: 62796744-2b32-11ec-9570-940b20777f1d
  call_identifier: H2020
  grant_number: '101020331'
  name: Random matrices beyond Wigner-Dyson-Mehta
publication: Annals of Applied Probability
publication_identifier:
  issn:
  - 1050-5164
publication_status: published
publisher: Institute of Mathematical Statistics
quality_controlled: '1'
scopus_import: '1'
status: public
title: Extremal statistics of quadratic forms of GOE/GUE eigenvectors
type: journal_article
user_id: 317138e5-6ab7-11ef-aa6d-ffef3953e345
volume: 34
year: '2024'
...
---
OA_place: publisher
OA_type: hybrid
_id: '15378'
abstract:
- lang: eng
  text: We consider N×N non-Hermitian random matrices of the form X+A, where A is
    a general deterministic matrix and N−−√X consists of independent entries with
    zero mean, unit variance, and bounded densities. For this ensemble, we prove (i)
    a Wegner estimate, i.e. that the local density of eigenvalues is bounded by N1+o(1)
    and (ii) that the expected condition number of any bulk eigenvalue is bounded
    by N1+o(1); both results are optimal up to the factor No(1). The latter result
    complements the very recent matching lower bound obtained in [15] (arXiv:2301.03549)
    and improves the N-dependence of the upper bounds in [5,6,32] (arXiv:1906.11819,
    arXiv:2005.08930, arXiv:2005.08908). Our main ingredient, a near-optimal lower
    tail estimate for the small singular values of X+A−z, is of independent interest.
acknowledgement: László Erdős is partially supported by ERC Advanced Grant “RMTBeyond”
  No. 101020331. Hong Chang Ji is supported by ERC Advanced Grant “RMTBeyond” No.
  101020331.
article_processing_charge: Yes (via OA deal)
article_type: original
arxiv: 1
author:
- first_name: László
  full_name: Erdös, László
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
- first_name: Hong Chang
  full_name: Ji, Hong Chang
  id: dd216c0a-c1f9-11eb-beaf-e9ea9d2de76d
  last_name: Ji
citation:
  ama: Erdös L, Ji HC. Wegner estimate and upper bound on the eigenvalue condition
    number of non-Hermitian random matrices. <i>Communications on Pure and Applied
    Mathematics</i>. 2024;77(9):3785-3840. doi:<a href="https://doi.org/10.1002/cpa.22201">10.1002/cpa.22201</a>
  apa: Erdös, L., &#38; Ji, H. C. (2024). Wegner estimate and upper bound on the eigenvalue
    condition number of non-Hermitian random matrices. <i>Communications on Pure and
    Applied Mathematics</i>. Wiley. <a href="https://doi.org/10.1002/cpa.22201">https://doi.org/10.1002/cpa.22201</a>
  chicago: Erdös, László, and Hong Chang Ji. “Wegner Estimate and Upper Bound on the
    Eigenvalue Condition Number of Non-Hermitian Random Matrices.” <i>Communications
    on Pure and Applied Mathematics</i>. Wiley, 2024. <a href="https://doi.org/10.1002/cpa.22201">https://doi.org/10.1002/cpa.22201</a>.
  ieee: L. Erdös and H. C. Ji, “Wegner estimate and upper bound on the eigenvalue
    condition number of non-Hermitian random matrices,” <i>Communications on Pure
    and Applied Mathematics</i>, vol. 77, no. 9. Wiley, pp. 3785–3840, 2024.
  ista: Erdös L, Ji HC. 2024. Wegner estimate and upper bound on the eigenvalue condition
    number of non-Hermitian random matrices. Communications on Pure and Applied Mathematics.
    77(9), 3785–3840.
  mla: Erdös, László, and Hong Chang Ji. “Wegner Estimate and Upper Bound on the Eigenvalue
    Condition Number of Non-Hermitian Random Matrices.” <i>Communications on Pure
    and Applied Mathematics</i>, vol. 77, no. 9, Wiley, 2024, pp. 3785–840, doi:<a
    href="https://doi.org/10.1002/cpa.22201">10.1002/cpa.22201</a>.
  short: L. Erdös, H.C. Ji, Communications on Pure and Applied Mathematics 77 (2024)
    3785–3840.
corr_author: '1'
date_created: 2024-05-12T22:01:02Z
date_published: 2024-09-01T00:00:00Z
date_updated: 2025-09-08T07:25:47Z
day: '01'
ddc:
- '510'
department:
- _id: LaEr
doi: 10.1002/cpa.22201
ec_funded: 1
external_id:
  arxiv:
  - '2301.04981'
  isi:
  - '001217139900001'
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month: '09'
oa: 1
oa_version: Published Version
page: 3785-3840
project:
- _id: 62796744-2b32-11ec-9570-940b20777f1d
  call_identifier: H2020
  grant_number: '101020331'
  name: Random matrices beyond Wigner-Dyson-Mehta
publication: Communications on Pure and Applied Mathematics
publication_identifier:
  eissn:
  - 1097-0312
  issn:
  - 0010-3640
publication_status: published
publisher: Wiley
quality_controlled: '1'
scopus_import: '1'
status: public
title: Wegner estimate and upper bound on the eigenvalue condition number of non-Hermitian
  random matrices
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)
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volume: 77
year: '2024'
...
---
OA_place: publisher
OA_type: hybrid
_id: '17049'
abstract:
- lang: eng
  text: We consider large non-Hermitian NxN matrices with an additive independent,
    identically distributed (i.i.d.) noise for each matrix elements. We show that
    already a small noise of variance 1/N completely thermalises the bulk singular
    vectors, in particular they satisfy the strong form of Quantum Unique Ergodicity
    (QUE) with an optimal speed of convergence. In physics terms, we thus extend the
    Eigenstate Thermalisation Hypothesis, formulated originally by Deutsch [34] and
    proven for Wigner matrices in [23], to arbitrary non-Hermitian matrices with an
    i.i.d. noise. As a consequence we obtain an optimal lower bound on the diagonal
    overlaps of the corresponding non-Hermitian eigenvectors. This quantity, also
    known as the (square of the) eigenvalue condition number measuring the sensitivity
    of the eigenvalue to small perturbations, has notoriously escaped rigorous treatment
    beyond the explicitly computable Ginibre ensemble apart from the very recent upper
    bounds given in [7] and [45]. As a key tool, we develop a new systematic decomposition
    of general observables in random matrix theory that governs the size of products
    of resolvents with deterministic matrices in between.
acknowledgement: "Supported by ERC Advanced Grant “RMTBeyond” No. 101020331.\r\nSupported
  by the SNSF Ambizione Grant PZ00P2_209089."
article_number: '110495'
article_processing_charge: Yes (via OA deal)
article_type: original
author:
- first_name: Giorgio
  full_name: Cipolloni, Giorgio
  id: 42198EFA-F248-11E8-B48F-1D18A9856A87
  last_name: Cipolloni
  orcid: 0000-0002-4901-7992
- first_name: László
  full_name: Erdös, László
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
- first_name: Sven Joscha
  full_name: Henheik, Sven Joscha
  id: 31d731d7-d235-11ea-ad11-b50331c8d7fb
  last_name: Henheik
  orcid: 0000-0003-1106-327X
- first_name: Dominik J
  full_name: Schröder, Dominik J
  id: 408ED176-F248-11E8-B48F-1D18A9856A87
  last_name: Schröder
  orcid: 0000-0002-2904-1856
citation:
  ama: Cipolloni G, Erdös L, Henheik SJ, Schröder DJ. Optimal lower bound on eigenvector
    overlaps for non-Hermitian random matrices. <i>Journal of Functional Analysis</i>.
    2024;287(4). doi:<a href="https://doi.org/10.1016/j.jfa.2024.110495">10.1016/j.jfa.2024.110495</a>
  apa: Cipolloni, G., Erdös, L., Henheik, S. J., &#38; Schröder, D. J. (2024). Optimal
    lower bound on eigenvector overlaps for non-Hermitian random matrices. <i>Journal
    of Functional Analysis</i>. Elsevier. <a href="https://doi.org/10.1016/j.jfa.2024.110495">https://doi.org/10.1016/j.jfa.2024.110495</a>
  chicago: Cipolloni, Giorgio, László Erdös, Sven Joscha Henheik, and Dominik J Schröder.
    “Optimal Lower Bound on Eigenvector Overlaps for Non-Hermitian Random Matrices.”
    <i>Journal of Functional Analysis</i>. Elsevier, 2024. <a href="https://doi.org/10.1016/j.jfa.2024.110495">https://doi.org/10.1016/j.jfa.2024.110495</a>.
  ieee: G. Cipolloni, L. Erdös, S. J. Henheik, and D. J. Schröder, “Optimal lower
    bound on eigenvector overlaps for non-Hermitian random matrices,” <i>Journal of
    Functional Analysis</i>, vol. 287, no. 4. Elsevier, 2024.
  ista: Cipolloni G, Erdös L, Henheik SJ, Schröder DJ. 2024. Optimal lower bound on
    eigenvector overlaps for non-Hermitian random matrices. Journal of Functional
    Analysis. 287(4), 110495.
  mla: Cipolloni, Giorgio, et al. “Optimal Lower Bound on Eigenvector Overlaps for
    Non-Hermitian Random Matrices.” <i>Journal of Functional Analysis</i>, vol. 287,
    no. 4, 110495, Elsevier, 2024, doi:<a href="https://doi.org/10.1016/j.jfa.2024.110495">10.1016/j.jfa.2024.110495</a>.
  short: G. Cipolloni, L. Erdös, S.J. Henheik, D.J. Schröder, Journal of Functional
    Analysis 287 (2024).
corr_author: '1'
date_created: 2024-05-26T22:00:57Z
date_published: 2024-08-15T00:00:00Z
date_updated: 2026-04-07T12:37:11Z
day: '15'
ddc:
- '510'
department:
- _id: LaEr
doi: 10.1016/j.jfa.2024.110495
ec_funded: 1
external_id:
  isi:
  - '001325502400001'
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intvolume: '       287'
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- iso: eng
month: '08'
oa: 1
oa_version: Published Version
project:
- _id: 62796744-2b32-11ec-9570-940b20777f1d
  call_identifier: H2020
  grant_number: '101020331'
  name: Random matrices beyond Wigner-Dyson-Mehta
publication: Journal of Functional Analysis
publication_identifier:
  eissn:
  - 1096-0783
  issn:
  - 0022-1236
publication_status: published
publisher: Elsevier
quality_controlled: '1'
related_material:
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    status: public
scopus_import: '1'
status: public
title: Optimal lower bound on eigenvector overlaps for non-Hermitian random matrices
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: 287
year: '2024'
...
---
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OA_type: hybrid
_id: '18554'
abstract:
- lang: eng
  text: We prove the Eigenstate Thermalization Hypothesis for general Wigner-type
    matrices in the bulk of the self-consistent spectrum, with optimal control on
    the fluctuations for obs ervables of arbitrary rank. As the main technical ingredient,
    we prove rank-uniform optimal local laws for one and two resolvents of a Wigner-type
    matrix with regular observables. Our results hold under very general conditions
    on the variance profile, even allowing many vanishing entries, demonstrating that
    Eigenstate Thermalization occurs robustly across a diverse class of random matrix
    ensembles, for which the underlying quantum system has a non-trivial spatial structure.
acknowledgement: Open access funding provided by Institute of Science and Technology
  (IST Austria).
article_number: '282'
article_processing_charge: Yes (via OA deal)
article_type: original
arxiv: 1
author:
- first_name: László
  full_name: Erdös, László
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
- first_name: Volodymyr
  full_name: Riabov, Volodymyr
  id: 1949f904-edfb-11eb-afb5-e2dfddabb93b
  last_name: Riabov
citation:
  ama: Erdös L, Riabov V. Eigenstate Thermalization Hypothesis for Wigner-type matrices.
    <i>Communications in Mathematical Physics</i>. 2024;405(12). doi:<a href="https://doi.org/10.1007/s00220-024-05143-y">10.1007/s00220-024-05143-y</a>
  apa: Erdös, L., &#38; Riabov, V. (2024). Eigenstate Thermalization Hypothesis for
    Wigner-type matrices. <i>Communications in Mathematical Physics</i>. Springer
    Nature. <a href="https://doi.org/10.1007/s00220-024-05143-y">https://doi.org/10.1007/s00220-024-05143-y</a>
  chicago: Erdös, László, and Volodymyr Riabov. “Eigenstate Thermalization Hypothesis
    for Wigner-Type Matrices.” <i>Communications in Mathematical Physics</i>. Springer
    Nature, 2024. <a href="https://doi.org/10.1007/s00220-024-05143-y">https://doi.org/10.1007/s00220-024-05143-y</a>.
  ieee: L. Erdös and V. Riabov, “Eigenstate Thermalization Hypothesis for Wigner-type
    matrices,” <i>Communications in Mathematical Physics</i>, vol. 405, no. 12. Springer
    Nature, 2024.
  ista: Erdös L, Riabov V. 2024. Eigenstate Thermalization Hypothesis for Wigner-type
    matrices. Communications in Mathematical Physics. 405(12), 282.
  mla: Erdös, László, and Volodymyr Riabov. “Eigenstate Thermalization Hypothesis
    for Wigner-Type Matrices.” <i>Communications in Mathematical Physics</i>, vol.
    405, no. 12, 282, Springer Nature, 2024, doi:<a href="https://doi.org/10.1007/s00220-024-05143-y">10.1007/s00220-024-05143-y</a>.
  short: L. Erdös, V. Riabov, Communications in Mathematical Physics 405 (2024).
corr_author: '1'
date_created: 2024-11-17T23:01:46Z
date_published: 2024-12-01T00:00:00Z
date_updated: 2026-04-07T12:32:19Z
day: '01'
ddc:
- '510'
department:
- _id: LaEr
doi: 10.1007/s00220-024-05143-y
external_id:
  arxiv:
  - '2403.10359'
  isi:
  - '001348943900004'
  pmid:
  - '39526190'
file:
- access_level: open_access
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  creator: dernst
  date_created: 2024-11-18T08:15:07Z
  date_updated: 2024-11-18T08:15:07Z
  file_id: '18562'
  file_name: 2024_CommMathPhysics_Erdoes.pdf
  file_size: 1426046
  relation: main_file
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intvolume: '       405'
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issue: '12'
language:
- iso: eng
month: '12'
oa: 1
oa_version: Published Version
pmid: 1
publication: Communications in Mathematical Physics
publication_identifier:
  eissn:
  - 1432-0916
  issn:
  - 0010-3616
publication_status: published
publisher: Springer Nature
quality_controlled: '1'
related_material:
  record:
  - id: '20575'
    relation: dissertation_contains
    status: public
scopus_import: '1'
status: public
title: Eigenstate Thermalization Hypothesis for Wigner-type matrices
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: 405
year: '2024'
...
---
OA_place: repository
_id: '19545'
abstract:
- lang: eng
  text: "We prove the Eigenstate Thermalisation Hypothesis for Wigner matrices\r\nuniformly
    in the entire spectrum, in particular near the spectral edges, with a\r\nbound
    on the fluctuation that is optimal for any observable. This complements\r\nearlier
    works of Cipolloni et. al. (Comm. Math. Phys. 388, 2021; Forum Math.,\r\nSigma
    10, 2022) and Benigni et. al. (Comm. Math. Phys. 391, 2022; arXiv:\r\n2303.11142)
    that were restricted either to the bulk of the spectrum or to\r\nspecial observables.
    As a main ingredient, we prove a new multi-resolvent local\r\nlaw that optimally
    accounts for the edge scaling."
acknowledgement: Supported by ERC Advanced Grant “RMTBeyond” No. 101020331.
article_processing_charge: No
arxiv: 1
author:
- first_name: Giorgio
  full_name: Cipolloni, Giorgio
  id: 42198EFA-F248-11E8-B48F-1D18A9856A87
  last_name: Cipolloni
  orcid: 0000-0002-4901-7992
- first_name: László
  full_name: Erdös, László
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
- 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: Cipolloni G, Erdös L, Henheik SJ. Eigenstate thermalisation at the edge for
    Wigner matrices. <i>arXiv</i>. doi:<a href="https://doi.org/10.48550/arXiv.2309.05488">10.48550/arXiv.2309.05488</a>
  apa: Cipolloni, G., Erdös, L., &#38; Henheik, S. J. (n.d.). Eigenstate thermalisation
    at the edge for Wigner matrices. <i>arXiv</i>. <a href="https://doi.org/10.48550/arXiv.2309.05488">https://doi.org/10.48550/arXiv.2309.05488</a>
  chicago: Cipolloni, Giorgio, László Erdös, and Sven Joscha Henheik. “Eigenstate
    Thermalisation at the Edge for Wigner Matrices.” <i>ArXiv</i>, n.d. <a href="https://doi.org/10.48550/arXiv.2309.05488">https://doi.org/10.48550/arXiv.2309.05488</a>.
  ieee: G. Cipolloni, L. Erdös, and S. J. Henheik, “Eigenstate thermalisation at the
    edge for Wigner matrices,” <i>arXiv</i>. .
  ista: Cipolloni G, Erdös L, Henheik SJ. Eigenstate thermalisation at the edge for
    Wigner matrices. arXiv, <a href="https://doi.org/10.48550/arXiv.2309.05488">10.48550/arXiv.2309.05488</a>.
  mla: Cipolloni, Giorgio, et al. “Eigenstate Thermalisation at the Edge for Wigner
    Matrices.” <i>ArXiv</i>, doi:<a href="https://doi.org/10.48550/arXiv.2309.05488">10.48550/arXiv.2309.05488</a>.
  short: G. Cipolloni, L. Erdös, S.J. Henheik, ArXiv (n.d.).
corr_author: '1'
date_created: 2025-04-11T08:19:22Z
date_published: 2024-12-17T00:00:00Z
date_updated: 2026-04-07T12:37:11Z
day: '17'
department:
- _id: LaEr
doi: 10.48550/arXiv.2309.05488
ec_funded: 1
external_id:
  arxiv:
  - '2309.05488'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.48550/arXiv.2309.05488
month: '12'
oa: 1
oa_version: Preprint
project:
- _id: 62796744-2b32-11ec-9570-940b20777f1d
  call_identifier: H2020
  grant_number: '101020331'
  name: Random matrices beyond Wigner-Dyson-Mehta
publication: arXiv
publication_status: draft
related_material:
  record:
  - id: '19540'
    relation: dissertation_contains
    status: public
status: public
title: Eigenstate thermalisation at the edge for Wigner matrices
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: preprint
user_id: 8b945eb4-e2f2-11eb-945a-df72226e66a9
year: '2024'
...
---
OA_place: repository
_id: '19547'
abstract:
- lang: eng
  text: "For correlated real symmetric or complex Hermitian random matrices, we prove\r\nthat
    the local eigenvalue statistics at any cusp singularity are universal.\r\nSince
    the density of states typically exhibits only square root edge or cubic\r\nroot
    cusp singularities, our result completes the proof of the\r\nWigner-Dyson-Mehta
    universality conjecture in all spectral regimes for a very\r\ngeneral class of
    random matrices. Previously only the bulk and the edge\r\nuniversality were established
    in this generality [arXiv:1804.07744], while cusp\r\nuniversality was proven only
    for Wigner-type matrices with independent entries\r\n[arXiv:1809.03971, arXiv:1811.04055].
    As our main technical input, we prove an\r\noptimal local law at the cusp using
    the Zigzag strategy, a recursive tandem of\r\nthe characteristic flow method and
    a Green function comparison argument.\r\nMoreover, our proof of the optimal local
    law holds uniformly in the spectrum,\r\nthus also re-establishing universality
    of the local eigenvalue statistics in\r\nthe previously studied bulk [arXiv:1705.10661]
    and edge [arXiv:1804.07744]\r\nregimes."
acknowledgement: "Supported by the ERC Advanced Grant \"RMTBeyond\"\r\nNo. 101020331."
article_processing_charge: No
arxiv: 1
author:
- first_name: László
  full_name: Erdös, László
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
- first_name: Sven Joscha
  full_name: Henheik, Sven Joscha
  id: 31d731d7-d235-11ea-ad11-b50331c8d7fb
  last_name: Henheik
  orcid: 0000-0003-1106-327X
- first_name: Volodymyr
  full_name: Riabov, Volodymyr
  id: 1949f904-edfb-11eb-afb5-e2dfddabb93b
  last_name: Riabov
citation:
  ama: Erdös L, Henheik SJ, Riabov V. Cusp universality for correlated random matrices.
    <i>arXiv</i>. doi:<a href="https://doi.org/10.48550/arXiv.2410.06813">10.48550/arXiv.2410.06813</a>
  apa: Erdös, L., Henheik, S. J., &#38; Riabov, V. (n.d.). Cusp universality for correlated
    random matrices. <i>arXiv</i>. <a href="https://doi.org/10.48550/arXiv.2410.06813">https://doi.org/10.48550/arXiv.2410.06813</a>
  chicago: Erdös, László, Sven Joscha Henheik, and Volodymyr Riabov. “Cusp Universality
    for Correlated Random Matrices.” <i>ArXiv</i>, n.d. <a href="https://doi.org/10.48550/arXiv.2410.06813">https://doi.org/10.48550/arXiv.2410.06813</a>.
  ieee: L. Erdös, S. J. Henheik, and V. Riabov, “Cusp universality for correlated
    random matrices,” <i>arXiv</i>. .
  ista: Erdös L, Henheik SJ, Riabov V. Cusp universality for correlated random matrices.
    arXiv, <a href="https://doi.org/10.48550/arXiv.2410.06813">10.48550/arXiv.2410.06813</a>.
  mla: Erdös, László, et al. “Cusp Universality for Correlated Random Matrices.” <i>ArXiv</i>,
    doi:<a href="https://doi.org/10.48550/arXiv.2410.06813">10.48550/arXiv.2410.06813</a>.
  short: L. Erdös, S.J. Henheik, V. Riabov, ArXiv (n.d.).
corr_author: '1'
date_created: 2025-04-11T08:48:21Z
date_published: 2024-11-03T00:00:00Z
date_updated: 2026-04-07T12:37:11Z
day: '03'
department:
- _id: LaEr
doi: 10.48550/arXiv.2410.06813
ec_funded: 1
external_id:
  arxiv:
  - '2410.06813'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.48550/arXiv.2410.06813
month: '11'
oa: 1
oa_version: Preprint
project:
- _id: 62796744-2b32-11ec-9570-940b20777f1d
  call_identifier: H2020
  grant_number: '101020331'
  name: Random matrices beyond Wigner-Dyson-Mehta
publication: arXiv
publication_status: draft
related_material:
  record:
  - id: '20322'
    relation: later_version
    status: public
  - id: '20575'
    relation: dissertation_contains
    status: public
  - id: '19540'
    relation: dissertation_contains
    status: public
status: public
title: Cusp universality for correlated random matrices
type: preprint
user_id: 8b945eb4-e2f2-11eb-945a-df72226e66a9
year: '2024'
...
---
_id: '17375'
abstract:
- lang: eng
  text: We consider the spectral radius of a large random matrix X with independent,
    identically distributed entries. We show that its typical size is given by a precise
    three-term asymptotics with an optimal error term beyond the radius of the celebrated
    circular law. The coefficients in this asymptotics are universal but they differ
    from a similar asymptotics recently proved for the rightmost eigenvalue of X in
    Cipolloni et al., Ann. Probab. 51(6), 2192–2242 (2023). To access the more complicated
    spectral radius, we need to establish a new decorrelation mechanism for the low-lying
    singular values of X − z for different complex shift parameters z using the Dyson
    Brownian Motion.
acknowledgement: L.E. and Y.X. were supported by the ERC Advanced Grant “RMTBeyond”
  Grant No. 101020331.
article_number: '063302'
article_processing_charge: No
article_type: original
arxiv: 1
author:
- first_name: Giorgio
  full_name: Cipolloni, Giorgio
  id: 42198EFA-F248-11E8-B48F-1D18A9856A87
  last_name: Cipolloni
  orcid: 0000-0002-4901-7992
- first_name: László
  full_name: Erdös, László
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
- first_name: Yuanyuan
  full_name: Xu, Yuanyuan
  id: 7902bdb1-a2a4-11eb-a164-c9216f71aea3
  last_name: Xu
  orcid: 0000-0003-1559-1205
citation:
  ama: Cipolloni G, Erdös L, Xu Y. Precise asymptotics for the spectral radius of
    a large random matrix. <i>Journal of Mathematical Physics</i>. 2024;65(6). doi:<a
    href="https://doi.org/10.1063/5.0209705">10.1063/5.0209705</a>
  apa: Cipolloni, G., Erdös, L., &#38; Xu, Y. (2024). Precise asymptotics for the
    spectral radius of a large random matrix. <i>Journal of Mathematical Physics</i>.
    AIP Publishing. <a href="https://doi.org/10.1063/5.0209705">https://doi.org/10.1063/5.0209705</a>
  chicago: Cipolloni, Giorgio, László Erdös, and Yuanyuan Xu. “Precise Asymptotics
    for the Spectral Radius of a Large Random Matrix.” <i>Journal of Mathematical
    Physics</i>. AIP Publishing, 2024. <a href="https://doi.org/10.1063/5.0209705">https://doi.org/10.1063/5.0209705</a>.
  ieee: G. Cipolloni, L. Erdös, and Y. Xu, “Precise asymptotics for the spectral radius
    of a large random matrix,” <i>Journal of Mathematical Physics</i>, vol. 65, no.
    6. AIP Publishing, 2024.
  ista: Cipolloni G, Erdös L, Xu Y. 2024. Precise asymptotics for the spectral radius
    of a large random matrix. Journal of Mathematical Physics. 65(6), 063302.
  mla: Cipolloni, Giorgio, et al. “Precise Asymptotics for the Spectral Radius of
    a Large Random Matrix.” <i>Journal of Mathematical Physics</i>, vol. 65, no. 6,
    063302, AIP Publishing, 2024, doi:<a href="https://doi.org/10.1063/5.0209705">10.1063/5.0209705</a>.
  short: G. Cipolloni, L. Erdös, Y. Xu, Journal of Mathematical Physics 65 (2024).
corr_author: '1'
date_created: 2024-08-04T22:01:22Z
date_published: 2024-06-01T00:00:00Z
date_updated: 2025-09-08T08:44:57Z
day: '01'
department:
- _id: LaEr
doi: 10.1063/5.0209705
ec_funded: 1
external_id:
  arxiv:
  - '2210.15643'
  isi:
  - '001252240700002'
intvolume: '        65'
isi: 1
issue: '6'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.48550/arXiv.2210.15643
month: '06'
oa: 1
oa_version: Preprint
project:
- _id: 62796744-2b32-11ec-9570-940b20777f1d
  call_identifier: H2020
  grant_number: '101020331'
  name: Random matrices beyond Wigner-Dyson-Mehta
publication: Journal of Mathematical Physics
publication_identifier:
  issn:
  - 0022-2488
publication_status: published
publisher: AIP Publishing
quality_controlled: '1'
scopus_import: '1'
status: public
title: Precise asymptotics for the spectral radius of a large random matrix
type: journal_article
user_id: 317138e5-6ab7-11ef-aa6d-ffef3953e345
volume: 65
year: '2024'
...
---
OA_place: repository
OA_type: green
_id: '18656'
abstract:
- lang: eng
  text: "We consider the time evolution of the out-of-time-ordered correlator (OTOC)
    of two general observables \r\n and \r\n in a mean field chaotic quantum system
    described by a random Wigner matrix as its Hamiltonian. We rigorously identify
    three time regimes separated by the physically relevant scrambling and relaxation
    times. The main feature of our analysis is that we express the error terms in
    the optimal Schatten (tracial) norms of the observables, allowing us to track
    the exact dependence of the errors on their rank. In particular, for significantly
    overlapping observables with low rank the OTOC is shown to exhibit a significant
    local maximum at the scrambling time, a feature that may not have been noticed
    in the physics literature before. Our main tool is a novel multi-resolvent local
    law with Schatten norms that unifies and improves previous local laws involving
    either the much cruder operator norm (cf. [10]) or the Hilbert-Schmidt norm (cf.
    [11])."
acknowledgement: LE and JH were supported by the ERC Advanced Grant łRMTBeyondž No.
  101020331
article_processing_charge: No
article_type: original
arxiv: 1
author:
- first_name: Giorgio
  full_name: Cipolloni, Giorgio
  id: 42198EFA-F248-11E8-B48F-1D18A9856A87
  last_name: Cipolloni
  orcid: 0000-0002-4901-7992
- first_name: László
  full_name: Erdös, László
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
- 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: Cipolloni G, Erdös L, Henheik SJ. Out-of-time-ordered correlators for Wigner
    matrices. <i>Advances in Theoretical and Mathematical Physics</i>. 2024;28(6):2025-2083.
    doi:<a href="https://doi.org/10.4310/ATMP.241031013250">10.4310/ATMP.241031013250</a>
  apa: Cipolloni, G., Erdös, L., &#38; Henheik, S. J. (2024). Out-of-time-ordered
    correlators for Wigner matrices. <i>Advances in Theoretical and Mathematical Physics</i>.
    International Press of Boston. <a href="https://doi.org/10.4310/ATMP.241031013250">https://doi.org/10.4310/ATMP.241031013250</a>
  chicago: Cipolloni, Giorgio, László Erdös, and Sven Joscha Henheik. “Out-of-Time-Ordered
    Correlators for Wigner Matrices.” <i>Advances in Theoretical and Mathematical
    Physics</i>. International Press of Boston, 2024. <a href="https://doi.org/10.4310/ATMP.241031013250">https://doi.org/10.4310/ATMP.241031013250</a>.
  ieee: G. Cipolloni, L. Erdös, and S. J. Henheik, “Out-of-time-ordered correlators
    for Wigner matrices,” <i>Advances in Theoretical and Mathematical Physics</i>,
    vol. 28, no. 6. International Press of Boston, pp. 2025–2083, 2024.
  ista: Cipolloni G, Erdös L, Henheik SJ. 2024. Out-of-time-ordered correlators for
    Wigner matrices. Advances in Theoretical and Mathematical Physics. 28(6), 2025–2083.
  mla: Cipolloni, Giorgio, et al. “Out-of-Time-Ordered Correlators for Wigner Matrices.”
    <i>Advances in Theoretical and Mathematical Physics</i>, vol. 28, no. 6, International
    Press of Boston, 2024, pp. 2025–83, doi:<a href="https://doi.org/10.4310/ATMP.241031013250">10.4310/ATMP.241031013250</a>.
  short: G. Cipolloni, L. Erdös, S.J. Henheik, Advances in Theoretical and Mathematical
    Physics 28 (2024) 2025–2083.
corr_author: '1'
das_tickbox: '1'
date_created: 2024-12-15T23:01:51Z
date_published: 2024-10-30T00:00:00Z
date_updated: 2026-07-06T13:35:37Z
day: '30'
department:
- _id: LaEr
doi: 10.4310/ATMP.241031013250
ec_funded: 1
external_id:
  arxiv:
  - '2402.17609'
intvolume: '        28'
issue: '6'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.48550/arXiv.2402.17609
month: '10'
oa: 1
oa_version: Preprint
page: 2025-2083
project:
- _id: 62796744-2b32-11ec-9570-940b20777f1d
  call_identifier: H2020
  grant_number: '101020331'
  name: Random matrices beyond Wigner-Dyson-Mehta
publication: Advances in Theoretical and Mathematical Physics
publication_identifier:
  eissn:
  - 1095-0753
  issn:
  - 1095-0761
publication_status: published
publisher: International Press of Boston
quality_controlled: '1'
related_material:
  record:
  - id: '19540'
    relation: dissertation_contains
    status: public
scopus_import: '1'
status: public
title: Out-of-time-ordered correlators for Wigner matrices
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 28
year: '2024'
...
