---
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'
file:
- access_level: open_access
  checksum: 07d3f73e0c56e68eb110851842c22ee0
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  creator: dernst
  date_created: 2025-06-24T13:14:21Z
  date_updated: 2025-06-24T13:14:21Z
  file_id: '19891'
  file_name: 2025_JourFunctionalAnalysis_Cipolloni.pdf
  file_size: 1374854
  relation: main_file
  success: 1
file_date_updated: 2025-06-24T13:14:21Z
has_accepted_license: '1'
intvolume: '       287'
isi: 1
issue: '4'
language:
- 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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  - id: '19540'
    relation: dissertation_contains
    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'
...
---
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: '19551'
abstract:
- lang: eng
  text: "We introduce a notion of a \\emph{local gap} for interacting many-body quantum
    lattice systems and prove the validity of response theory and Kubo's formula for
    localized perturbations in such settings.\r\nOn a high level, our result shows
    that the usual spectral gap condition, concerning the system as a whole, is not
    a necessary condition for understanding local properties of the system.\r\nMore
    precisely, we say that an equilibrium state ρ0 of a Hamiltonian H0 is locally
    gapped in Λgap⊂Λ, whenever the Liouvillian −i[H0,⋅] is almost invertible on local
    observables supported in Λgap when tested in ρ0.\r\nTo put this into context,
    we provide other alternative notions of a local gap and discuss their relations.\r\nThe
    validity of response theory is based on the construction of \\emph{non-equilibrium
    almost stationary states} (NEASSs).\r\nBy controlling locality properties of the
    NEASS construction, we show that response theory holds to any order, whenever
    the perturbation \\(\\epsilon V\\) acts in a region which is further than |logϵ|
    away from the non-gapped region Λ∖Λgap."
article_processing_charge: No
arxiv: 1
author:
- 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: Tom
  full_name: Wessel, Tom
  last_name: Wessel
citation:
  ama: Henheik SJ, Wessel T. Response theory for locally gapped systems. <i>arXiv</i>.
    doi:<a href="https://doi.org/10.48550/arXiv.2410.10809">10.48550/arXiv.2410.10809</a>
  apa: Henheik, S. J., &#38; Wessel, T. (n.d.). Response theory for locally gapped
    systems. <i>arXiv</i>. <a href="https://doi.org/10.48550/arXiv.2410.10809">https://doi.org/10.48550/arXiv.2410.10809</a>
  chicago: Henheik, Sven Joscha, and Tom Wessel. “Response Theory for Locally Gapped
    Systems.” <i>ArXiv</i>, n.d. <a href="https://doi.org/10.48550/arXiv.2410.10809">https://doi.org/10.48550/arXiv.2410.10809</a>.
  ieee: S. J. Henheik and T. Wessel, “Response theory for locally gapped systems,”
    <i>arXiv</i>. .
  ista: Henheik SJ, Wessel T. Response theory for locally gapped systems. arXiv, <a
    href="https://doi.org/10.48550/arXiv.2410.10809">10.48550/arXiv.2410.10809</a>.
  mla: Henheik, Sven Joscha, and Tom Wessel. “Response Theory for Locally Gapped Systems.”
    <i>ArXiv</i>, doi:<a href="https://doi.org/10.48550/arXiv.2410.10809">10.48550/arXiv.2410.10809</a>.
  short: S.J. Henheik, T. Wessel, ArXiv (n.d.).
corr_author: '1'
date_created: 2025-04-11T11:54:56Z
date_published: 2024-10-14T00:00:00Z
date_updated: 2026-04-07T12:37:11Z
day: '14'
department:
- _id: LaEr
doi: 10.48550/arXiv.2410.10809
external_id:
  arxiv:
  - '2410.10809'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.48550/arXiv.2410.10809
month: '10'
oa: 1
oa_version: Preprint
publication: arXiv
publication_status: draft
related_material:
  record:
  - id: '19540'
    relation: dissertation_contains
    status: public
status: public
title: Response theory for locally gapped systems
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: '19550'
abstract:
- lang: eng
  text: "We introduce a multi-band BCS free energy functional and prove that for a\r\nmulti-band
    superconductor the effect of inter-band coupling can only increase\r\nthe critical
    temperature, irrespective of its attractive or repulsive nature\r\nand its strength.
    Further, for weak coupling and weaker inter-band coupling, we\r\nprove that the
    dependence of the increase in critical temperature on the\r\ninter-band coupling
    is (1) linear, if there are two or more equally strongly\r\nsuperconducting bands,
    or (2) quadratic, if there is only one dominating band."
article_processing_charge: No
arxiv: 1
author:
- 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: Edwin
  full_name: Langmann, Edwin
  last_name: Langmann
- first_name: Asbjørn Bækgaard
  full_name: Lauritsen, Asbjørn Bækgaard
  id: e1a2682f-dc8d-11ea-abe3-81da9ac728f1
  last_name: Lauritsen
  orcid: 0000-0003-4476-2288
citation:
  ama: Henheik SJ, Langmann E, Lauritsen AB. Multi-band superconductors have enhanced
    critical temperatures. <i>arXiv</i>. doi:<a href="https://doi.org/10.48550/arXiv.2409.17297">10.48550/arXiv.2409.17297</a>
  apa: Henheik, S. J., Langmann, E., &#38; Lauritsen, A. B. (n.d.). Multi-band superconductors
    have enhanced critical temperatures. <i>arXiv</i>. <a href="https://doi.org/10.48550/arXiv.2409.17297">https://doi.org/10.48550/arXiv.2409.17297</a>
  chicago: Henheik, Sven Joscha, Edwin Langmann, and Asbjørn Bækgaard Lauritsen. “Multi-Band
    Superconductors Have Enhanced Critical Temperatures.” <i>ArXiv</i>, n.d. <a href="https://doi.org/10.48550/arXiv.2409.17297">https://doi.org/10.48550/arXiv.2409.17297</a>.
  ieee: S. J. Henheik, E. Langmann, and A. B. Lauritsen, “Multi-band superconductors
    have enhanced critical temperatures,” <i>arXiv</i>. .
  ista: Henheik SJ, Langmann E, Lauritsen AB. Multi-band superconductors have enhanced
    critical temperatures. arXiv, <a href="https://doi.org/10.48550/arXiv.2409.17297">10.48550/arXiv.2409.17297</a>.
  mla: Henheik, Sven Joscha, et al. “Multi-Band Superconductors Have Enhanced Critical
    Temperatures.” <i>ArXiv</i>, doi:<a href="https://doi.org/10.48550/arXiv.2409.17297">10.48550/arXiv.2409.17297</a>.
  short: S.J. Henheik, E. Langmann, A.B. Lauritsen, ArXiv (n.d.).
corr_author: '1'
date_created: 2025-04-11T11:43:58Z
date_published: 2024-10-21T00:00:00Z
date_updated: 2026-04-07T12:37:11Z
day: '21'
department:
- _id: LaEr
- _id: RoSe
doi: 10.48550/arXiv.2409.17297
external_id:
  arxiv:
  - '2409.17297'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.48550/arXiv.2409.17297
month: '10'
oa: 1
oa_version: Preprint
publication: arXiv
publication_status: draft
related_material:
  record:
  - id: '19540'
    relation: dissertation_contains
    status: public
status: public
title: Multi-band superconductors have enhanced critical temperatures
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'
...
---
OA_place: publisher
OA_type: hybrid
_id: '14542'
abstract:
- lang: eng
  text: "It is a remarkable property of BCS theory that the ratio of the energy gap
    at zero temperature Ξ\r\n and the critical temperature Tc is (approximately) given
    by a universal constant, independent of the microscopic details of the fermionic
    interaction. This universality has rigorously been proven quite recently in three
    spatial dimensions and three different limiting regimes: weak coupling, low density
    and high density. The goal of this short note is to extend the universal behavior
    to lower dimensions d=1,2 and give an exemplary proof in the weak coupling limit."
acknowledgement: We thank Robert Seiringer for comments on the paper. J. H. gratefully
  acknowledges  partial  financial  support  by  the  ERC  Advanced  Grant  “RMTBeyond”No.
  101020331.This research was funded in part by the Austrian Science Fund (FWF) grantnumber
  I6427.
article_number: '2360005 '
article_processing_charge: Yes (in subscription journal)
article_type: original
arxiv: 1
author:
- 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: Asbjørn Bækgaard
  full_name: Lauritsen, Asbjørn Bækgaard
  id: e1a2682f-dc8d-11ea-abe3-81da9ac728f1
  last_name: Lauritsen
  orcid: 0000-0003-4476-2288
- first_name: Barbara
  full_name: Roos, Barbara
  id: 5DA90512-D80F-11E9-8994-2E2EE6697425
  last_name: Roos
  orcid: 0000-0002-9071-5880
citation:
  ama: Henheik SJ, Lauritsen AB, Roos B. Universality in low-dimensional BCS theory.
    <i>Reviews in Mathematical Physics</i>. 2024;36(9). doi:<a href="https://doi.org/10.1142/s0129055x2360005x">10.1142/s0129055x2360005x</a>
  apa: Henheik, S. J., Lauritsen, A. B., &#38; Roos, B. (2024). Universality in low-dimensional
    BCS theory. <i>Reviews in Mathematical Physics</i>. World Scientific Publishing.
    <a href="https://doi.org/10.1142/s0129055x2360005x">https://doi.org/10.1142/s0129055x2360005x</a>
  chicago: Henheik, Sven Joscha, Asbjørn Bækgaard Lauritsen, and Barbara Roos. “Universality
    in Low-Dimensional BCS Theory.” <i>Reviews in Mathematical Physics</i>. World
    Scientific Publishing, 2024. <a href="https://doi.org/10.1142/s0129055x2360005x">https://doi.org/10.1142/s0129055x2360005x</a>.
  ieee: S. J. Henheik, A. B. Lauritsen, and B. Roos, “Universality in low-dimensional
    BCS theory,” <i>Reviews in Mathematical Physics</i>, vol. 36, no. 9. World Scientific
    Publishing, 2024.
  ista: Henheik SJ, Lauritsen AB, Roos B. 2024. Universality in low-dimensional BCS
    theory. Reviews in Mathematical Physics. 36(9), 2360005.
  mla: Henheik, Sven Joscha, et al. “Universality in Low-Dimensional BCS Theory.”
    <i>Reviews in Mathematical Physics</i>, vol. 36, no. 9, 2360005, World Scientific
    Publishing, 2024, doi:<a href="https://doi.org/10.1142/s0129055x2360005x">10.1142/s0129055x2360005x</a>.
  short: S.J. Henheik, A.B. Lauritsen, B. Roos, Reviews in Mathematical Physics 36
    (2024).
corr_author: '1'
date_created: 2023-11-15T23:48:14Z
date_published: 2024-10-01T00:00:00Z
date_updated: 2026-04-07T13:01:40Z
day: '01'
ddc:
- '510'
department:
- _id: GradSch
- _id: LaEr
- _id: RoSe
doi: 10.1142/s0129055x2360005x
ec_funded: 1
external_id:
  arxiv:
  - '2301.05621'
  isi:
  - '001099640300002'
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intvolume: '        36'
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issue: '9'
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- iso: eng
month: '10'
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
- _id: bda63fe5-d553-11ed-ba76-a16e3d2f256b
  grant_number: I06427
  name: Mathematical Challenges in BCS Theory of Superconductivity
publication: Reviews in Mathematical Physics
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  eissn:
  - 1793-6659
  issn:
  - 0129-055X
publication_status: published
publisher: World Scientific Publishing
quality_controlled: '1'
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status: public
title: Universality in low-dimensional BCS theory
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abstract:
- lang: eng
  text: "This thesis is structured into two parts. In the first part, we consider
    the random\r\nvariable X := Tr(f1(W)A1 . . . fk(W)Ak) where W is an N × N Hermitian
    Wigner matrix, k ∈ N, and we choose (possibly N-dependent) regular functions f1,
    . . . , fk as well as\r\nbounded deterministic matrices A1, . . . , Ak. In this
    context, we prove a functional central\r\nlimit theorem on macroscopic and mesoscopic
    scales, showing that the fluctuations of X\r\naround its expectation are Gaussian
    and that the limiting covariance structure is given\r\nby a deterministic recursion.
    We further give explicit error bounds in terms of the scaling\r\nof f1, . . .
    , fk and the number of traceless matrices among A1, . . . , Ak, thus extending\r\nthe
    results of Cipolloni, Erdős and Schröder [40] to products of arbitrary length
    k ≥ 2.\r\nAnalyzing the underlying combinatorics leads to a non-recursive formula
    for the variance\r\nof X as well as the covariance of X and Y := Tr(fk+1(W)Ak+1
    . . . fk+ℓ(W)Ak+ℓ) of similar\r\nbuild. When restricted to polynomials, these
    formulas reproduce recent results of Male,\r\nMingo, Peché, and Speicher [107],
    showing that the underlying combinatorics of noncrossing partitions and annular
    non-crossing permutations continue to stay valid beyond\r\nthe setting of second-order
    free probability theory. As an application, we consider the\r\nfluctuation of
    Tr(eitW A1e\r\n−itW A2)/N around its thermal value Tr(A1) Tr(A2)/N2 when t\r\nis
    large and give an explicit formula for the variance.\r\nThe second part of the
    thesis collects three smaller projects focusing on different random\r\nmatrix
    models. In the first project, we show that a class of weakly perturbed Hamiltonians\r\nof
    the form Hλ = H0 + λW, where W is a Wigner matrix, exhibits prethermalization.\r\nThat
    is, the time evolution generated by Hλ relaxes to its ultimate thermal state via
    an\r\nintermediate prethermal state with a lifetime of order λ\r\n−2\r\n. As the
    main result, we obtain\r\na general relaxation formula, expressing the perturbed
    dynamics via the unperturbed\r\ndynamics and the ultimate thermal state. The proof
    relies on a two-resolvent global law\r\nfor the deformed Wigner matrix Hλ.\r\nThe
    second project focuses on correlated random matrices, more precisely on a correlated
    N × N Hermitian random matrix with a polynomially decaying metric correlation\r\nstructure.
    A trivial a priori bound shows that the operator norm of this model is stochastically
    dominated by √\r\nN. However, by calculating the trace of the moments of the matrix\r\nand
    using the summable decay of the cumulants, the norm estimate can be improved to
    a\r\nbound of order one.\r\nIn the third project, we consider a multiplicative
    perturbation of the form UA(t) where U\r\nis a unitary random matrix and A = diag(t,
    1, ..., 1). This so-called UA model was\r\nfirst introduced by Fyodorov [73] for
    its applications in scattering theory. We give a\r\ngeneral description of the
    eigenvalue trajectories obtained by varying the parameter t and\r\nintroduce a
    flow of deterministic domains that separates the outlier resulting from the\r\nrank-one
    perturbation from the typical eigenvalues for all sub-critical timescales. The\r\nresults
    are obtained under generic assumptions on U that hold for various unitary random\r\nmatrices,
    including the circular unitary ensemble (CUE) in the original formulation of\r\nthe
    model."
alternative_title:
- ISTA Thesis
article_processing_charge: No
author:
- first_name: Jana
  full_name: Reker, Jana
  id: e796e4f9-dc8d-11ea-abe3-97e26a0323e9
  last_name: Reker
citation:
  ama: 'Reker J. Central limit theorems for random matrices: From resolvents to free
    probability. 2024. doi:<a href="https://doi.org/10.15479/at:ista:17164">10.15479/at:ista:17164</a>'
  apa: 'Reker, J. (2024). <i>Central limit theorems for random matrices: From resolvents
    to free probability</i>. Institute of Science and Technology Austria. <a href="https://doi.org/10.15479/at:ista:17164">https://doi.org/10.15479/at:ista:17164</a>'
  chicago: 'Reker, Jana. “Central Limit Theorems for Random Matrices: From Resolvents
    to Free Probability.” Institute of Science and Technology Austria, 2024. <a href="https://doi.org/10.15479/at:ista:17164">https://doi.org/10.15479/at:ista:17164</a>.'
  ieee: 'J. Reker, “Central limit theorems for random matrices: From resolvents to
    free probability,” Institute of Science and Technology Austria, 2024.'
  ista: 'Reker J. 2024. Central limit theorems for random matrices: From resolvents
    to free probability. Institute of Science and Technology Austria.'
  mla: 'Reker, Jana. <i>Central Limit Theorems for Random Matrices: From Resolvents
    to Free Probability</i>. Institute of Science and Technology Austria, 2024, doi:<a
    href="https://doi.org/10.15479/at:ista:17164">10.15479/at:ista:17164</a>.'
  short: 'J. Reker, Central Limit Theorems for Random Matrices: From Resolvents to
    Free Probability, Institute of Science and Technology Austria, 2024.'
corr_author: '1'
date_created: 2024-06-24T11:23:29Z
date_published: 2024-06-26T00:00:00Z
date_updated: 2026-04-07T13:02:13Z
day: '26'
ddc:
- '519'
degree_awarded: PhD
department:
- _id: GradSch
- _id: LaEr
doi: 10.15479/at:ista:17164
ec_funded: 1
file:
- access_level: open_access
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  creator: jreker
  date_created: 2024-06-26T12:39:36Z
  date_updated: 2024-06-26T12:44:53Z
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  file_size: 3054878
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file_date_updated: 2024-06-26T12:44:53Z
has_accepted_license: '1'
keyword:
- Random Matrices
- Spectrum
- Central Limit Theorem
- Resolvent
- Free Probability
language:
- iso: eng
license: https://creativecommons.org/licenses/by-nc-sa/4.0/
month: '06'
oa: 1
oa_version: Published Version
page: '206'
project:
- _id: 62796744-2b32-11ec-9570-940b20777f1d
  call_identifier: H2020
  grant_number: '101020331'
  name: Random matrices beyond Wigner-Dyson-Mehta
publication_identifier:
  issn:
  - 2663-337X
publication_status: published
publisher: Institute of Science and Technology Austria
related_material:
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supervisor:
- first_name: László
  full_name: Erdös, László
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
title: 'Central limit theorems for random matrices: From resolvents to free probability'
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  short: CC BY-NC-SA (4.0)
type: dissertation
user_id: ba8df636-2132-11f1-aed0-ed93e2281fdd
year: '2024'
...
---
_id: '17154'
abstract:
- lang: eng
  text: We compute the deterministic approximation for mixed fluctuation moments of
    products of deterministic matrices and general Sobolev functions of Wigner matrices.
    Restricting to polynomials, our formulas reproduce recent results of Male et al.
    (Random Matrices Theory Appl. 11(2):2250015, 2022), showing that the underlying
    combinatorics of non-crossing partitions and annular non-crossing permutations
    continue to stay valid beyond the setting of second-order free probability theory.
    The formulas obtained further characterize the variance in the functional central
    limit theorem given in the recent companion paper (Reker in Preprint, arXiv:2204.03419,
    2023). and thus allow identifying the fluctuation around the thermal value in
    certain thermalization problems.
article_number: '10'
article_processing_charge: Yes (via OA deal)
article_type: original
arxiv: 1
author:
- first_name: Jana
  full_name: Reker, Jana
  id: e796e4f9-dc8d-11ea-abe3-97e26a0323e9
  last_name: Reker
citation:
  ama: Reker J. Fluctuation moments for regular functions of Wigner Matrices. <i>Mathematical
    Physics, Analysis and Geometry</i>. 2024;27(3). doi:<a href="https://doi.org/10.1007/s11040-024-09483-y">10.1007/s11040-024-09483-y</a>
  apa: Reker, J. (2024). Fluctuation moments for regular functions of Wigner Matrices.
    <i>Mathematical Physics, Analysis and Geometry</i>. Springer Nature. <a href="https://doi.org/10.1007/s11040-024-09483-y">https://doi.org/10.1007/s11040-024-09483-y</a>
  chicago: Reker, Jana. “Fluctuation Moments for Regular Functions of Wigner Matrices.”
    <i>Mathematical Physics, Analysis and Geometry</i>. Springer Nature, 2024. <a
    href="https://doi.org/10.1007/s11040-024-09483-y">https://doi.org/10.1007/s11040-024-09483-y</a>.
  ieee: J. Reker, “Fluctuation moments for regular functions of Wigner Matrices,”
    <i>Mathematical Physics, Analysis and Geometry</i>, vol. 27, no. 3. Springer Nature,
    2024.
  ista: Reker J. 2024. Fluctuation moments for regular functions of Wigner Matrices.
    Mathematical Physics, Analysis and Geometry. 27(3), 10.
  mla: Reker, Jana. “Fluctuation Moments for Regular Functions of Wigner Matrices.”
    <i>Mathematical Physics, Analysis and Geometry</i>, vol. 27, no. 3, 10, Springer
    Nature, 2024, doi:<a href="https://doi.org/10.1007/s11040-024-09483-y">10.1007/s11040-024-09483-y</a>.
  short: J. Reker, Mathematical Physics, Analysis and Geometry 27 (2024).
date_created: 2024-06-21T09:31:17Z
date_published: 2024-06-20T00:00:00Z
date_updated: 2026-04-07T13:02:12Z
day: '20'
ddc:
- '519'
department:
- _id: LaEr
doi: 10.1007/s11040-024-09483-y
ec_funded: 1
external_id:
  arxiv:
  - '2307.11029'
  isi:
  - '001251464300001'
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  checksum: 7d04318d66f765621bdcb648378d458e
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  file_name: 2024_MathPhysAnaGeo_Reker.pdf
  file_size: 1327596
  relation: main_file
  success: 1
file_date_updated: 2024-06-26T11:26:42Z
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intvolume: '        27'
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issue: '3'
language:
- iso: eng
month: '06'
oa: 1
oa_version: Published Version
project:
- _id: B67AFEDC-15C9-11EA-A837-991A96BB2854
  name: IST Austria Open Access Fund
- _id: 62796744-2b32-11ec-9570-940b20777f1d
  call_identifier: H2020
  grant_number: '101020331'
  name: Random matrices beyond Wigner-Dyson-Mehta
publication: Mathematical Physics, Analysis and Geometry
publication_identifier:
  eissn:
  - 1572-9656
  issn:
  - 1385-0172
publication_status: published
publisher: Springer Nature
quality_controlled: '1'
related_material:
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  - id: '17164'
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    status: public
scopus_import: '1'
status: public
title: Fluctuation moments for regular functions of 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: journal_article
user_id: 317138e5-6ab7-11ef-aa6d-ffef3953e345
volume: 27
year: '2024'
...
---
OA_place: repository
OA_type: green
_id: '17047'
abstract:
- lang: eng
  text: We provide a dynamical study of a model of multiplicative perturbation of
    a unitary matrix introduced by Fyodorov. In particular, we identify a flow of
    deterministic domains that bound the spectrum with high probability, separating
    the outlier from the typical eigenvalues at all sub-critical timescales. These
    results are obtained under generic assumptions on U that hold for a variety of
    unitary random matrix models.
article_number: '2450007'
article_processing_charge: No
article_type: original
arxiv: 1
author:
- first_name: Guillaume
  full_name: Dubach, Guillaume
  id: D5C6A458-10C4-11EA-ABF4-A4B43DDC885E
  last_name: Dubach
  orcid: 0000-0001-6892-8137
- first_name: Jana
  full_name: Reker, Jana
  id: e796e4f9-dc8d-11ea-abe3-97e26a0323e9
  last_name: Reker
citation:
  ama: 'Dubach G, Reker J. Dynamics of a rank-one multiplicative perturbation of a
    unitary matrix. <i>Random Matrices: Theory and Applications</i>. 2024;13(2). doi:<a
    href="https://doi.org/10.1142/s2010326324500072">10.1142/s2010326324500072</a>'
  apa: 'Dubach, G., &#38; Reker, J. (2024). Dynamics of a rank-one multiplicative
    perturbation of a unitary matrix. <i>Random Matrices: Theory and Applications</i>.
    World Scientific Publishing. <a href="https://doi.org/10.1142/s2010326324500072">https://doi.org/10.1142/s2010326324500072</a>'
  chicago: 'Dubach, Guillaume, and Jana Reker. “Dynamics of a Rank-One Multiplicative
    Perturbation of a Unitary Matrix.” <i>Random Matrices: Theory and Applications</i>.
    World Scientific Publishing, 2024. <a href="https://doi.org/10.1142/s2010326324500072">https://doi.org/10.1142/s2010326324500072</a>.'
  ieee: 'G. Dubach and J. Reker, “Dynamics of a rank-one multiplicative perturbation
    of a unitary matrix,” <i>Random Matrices: Theory and Applications</i>, vol. 13,
    no. 2. World Scientific Publishing, 2024.'
  ista: 'Dubach G, Reker J. 2024. Dynamics of a rank-one multiplicative perturbation
    of a unitary matrix. Random Matrices: Theory and Applications. 13(2), 2450007.'
  mla: 'Dubach, Guillaume, and Jana Reker. “Dynamics of a Rank-One Multiplicative
    Perturbation of a Unitary Matrix.” <i>Random Matrices: Theory and Applications</i>,
    vol. 13, no. 2, 2450007, World Scientific Publishing, 2024, doi:<a href="https://doi.org/10.1142/s2010326324500072">10.1142/s2010326324500072</a>.'
  short: 'G. Dubach, J. Reker, Random Matrices: Theory and Applications 13 (2024).'
corr_author: '1'
date_created: 2024-05-23T08:31:57Z
date_published: 2024-04-01T00:00:00Z
date_updated: 2026-04-07T13:02:12Z
day: '01'
department:
- _id: GradSch
- _id: LaEr
doi: 10.1142/s2010326324500072
ec_funded: 1
external_id:
  arxiv:
  - '2212.14638'
  isi:
  - '001229295200002'
intvolume: '        13'
isi: 1
issue: '2'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: ' https://doi.org/10.48550/arXiv.2212.14638'
month: '04'
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: 'Random Matrices: Theory and Applications'
publication_identifier:
  eissn:
  - 2010-3271
  issn:
  - 2010-3263
publication_status: published
publisher: World Scientific Publishing
quality_controlled: '1'
related_material:
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  - id: '17164'
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scopus_import: '1'
status: public
title: Dynamics of a rank-one multiplicative perturbation of a unitary matrix
type: journal_article
user_id: 317138e5-6ab7-11ef-aa6d-ffef3953e345
volume: 13
year: '2024'
...
---
_id: '11741'
abstract:
- lang: eng
  text: Following E. Wigner’s original vision, we prove that sampling the eigenvalue
    gaps within the bulk spectrum of a fixed (deformed) Wigner matrix H yields the
    celebrated Wigner-Dyson-Mehta universal statistics with high probability. Similarly,
    we prove universality for a monoparametric family of deformed Wigner matrices
    H+xA with a deterministic Hermitian matrix A and a fixed Wigner matrix H, just
    using the randomness of a single scalar real random variable x. Both results constitute
    quenched versions of bulk universality that has so far only been proven in annealed
    sense with respect to the probability space of the matrix ensemble.
acknowledgement: "The authors are indebted to Sourav Chatterjee for forwarding the
  very inspiring question that Stephen Shenker originally addressed to him which initiated
  the current paper. They are also grateful that the authors of [23] kindly shared
  their preliminary numerical results in June 2021.\r\nOpen 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: 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. Quenched universality for deformed Wigner
    matrices. <i>Probability Theory and Related Fields</i>. 2023;185:1183–1218. doi:<a
    href="https://doi.org/10.1007/s00440-022-01156-7">10.1007/s00440-022-01156-7</a>
  apa: Cipolloni, G., Erdös, L., &#38; Schröder, D. J. (2023). Quenched universality
    for deformed Wigner matrices. <i>Probability Theory and Related Fields</i>. Springer
    Nature. <a href="https://doi.org/10.1007/s00440-022-01156-7">https://doi.org/10.1007/s00440-022-01156-7</a>
  chicago: Cipolloni, Giorgio, László Erdös, and Dominik J Schröder. “Quenched Universality
    for Deformed Wigner Matrices.” <i>Probability Theory and Related Fields</i>. Springer
    Nature, 2023. <a href="https://doi.org/10.1007/s00440-022-01156-7">https://doi.org/10.1007/s00440-022-01156-7</a>.
  ieee: G. Cipolloni, L. Erdös, and D. J. Schröder, “Quenched universality for deformed
    Wigner matrices,” <i>Probability Theory and Related Fields</i>, vol. 185. Springer
    Nature, pp. 1183–1218, 2023.
  ista: Cipolloni G, Erdös L, Schröder DJ. 2023. Quenched universality for deformed
    Wigner matrices. Probability Theory and Related Fields. 185, 1183–1218.
  mla: Cipolloni, Giorgio, et al. “Quenched Universality for Deformed Wigner Matrices.”
    <i>Probability Theory and Related Fields</i>, vol. 185, Springer Nature, 2023,
    pp. 1183–1218, doi:<a href="https://doi.org/10.1007/s00440-022-01156-7">10.1007/s00440-022-01156-7</a>.
  short: G. Cipolloni, L. Erdös, D.J. Schröder, Probability Theory and Related Fields
    185 (2023) 1183–1218.
corr_author: '1'
date_created: 2022-08-07T22:02:00Z
date_published: 2023-04-01T00:00:00Z
date_updated: 2024-10-09T21:03:02Z
day: '01'
ddc:
- '510'
department:
- _id: LaEr
doi: 10.1007/s00440-022-01156-7
external_id:
  arxiv:
  - '2106.10200'
  isi:
  - '000830344500001'
file:
- access_level: open_access
  checksum: b9247827dae5544d1d19c37abe547abc
  content_type: application/pdf
  creator: dernst
  date_created: 2023-08-14T12:47:32Z
  date_updated: 2023-08-14T12:47:32Z
  file_id: '14054'
  file_name: 2023_ProbabilityTheory_Cipolloni.pdf
  file_size: 782278
  relation: main_file
  success: 1
file_date_updated: 2023-08-14T12:47:32Z
has_accepted_license: '1'
intvolume: '       185'
isi: 1
language:
- iso: eng
month: '04'
oa: 1
oa_version: Published Version
page: 1183–1218
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: Quenched universality for deformed 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: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 185
year: '2023'
...
---
_id: '14667'
abstract:
- lang: eng
  text: 'For large dimensional non-Hermitian random matrices X with real or complex
    independent, identically distributed, centered entries, we consider the fluctuations
    of f (X) as a matrix where f is an analytic function around the spectrum of X.
    We prove that for a generic bounded square matrix A, the quantity Tr f (X)A exhibits
    Gaussian fluctuations as the matrix size grows to infinity, which consists of
    two independent modes corresponding to the tracial and traceless parts of A. We
    find a new formula for the variance of the traceless part that involves the Frobenius
    norm of A and the L2-norm of f on the boundary of the limiting spectrum. '
- lang: fre
  text: On étudie les fluctuations de f (X), où X est une matrice aléatoire non-hermitienne
    de grande taille à coefficients i.i.d. (réels ou complexes), et f une fonction
    analytique sur un domaine qui contient le spectre de X. On prouve que, pour une
    matrice carrée générique et bornée A, les fluctuations de la quantité tr f (X)A
    sont asymptotiquement gaussiennes et comportent deux modes indépendants, correspondant
    aux composantes traciale et de trace nulle de A. Une nouvelle formule est établie
    pour la variance de la composante de trace nulle, qui fait intervenir la norme
    de Frobenius de A et la norme L2 de f sur la frontière du spectre limite.
acknowledgement: "The first author was partially supported by ERC Advanced Grant “RMTBeyond”
  No. 101020331. The second author was supported by ERC Advanced Grant “RMTBeyond”
  No. 101020331.\r\nThe authors are grateful to the anonymous referees and associated
  editor for carefully reading this paper and providing helpful comments that improved
  the quality of the article. Also the authors would like to thank Peter Forrester
  for pointing out the reference [12] that was absent in the previous version of the
  manuscript."
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: Hong Chang
  full_name: Ji, Hong Chang
  id: dd216c0a-c1f9-11eb-beaf-e9ea9d2de76d
  last_name: Ji
citation:
  ama: Erdös L, Ji HC. Functional CLT for non-Hermitian random matrices. <i>Annales
    de l’institut Henri Poincare (B) Probability and Statistics</i>. 2023;59(4):2083-2105.
    doi:<a href="https://doi.org/10.1214/22-AIHP1304">10.1214/22-AIHP1304</a>
  apa: Erdös, L., &#38; Ji, H. C. (2023). Functional CLT for non-Hermitian random
    matrices. <i>Annales de l’institut Henri Poincare (B) Probability and Statistics</i>.
    Institute of Mathematical Statistics. <a href="https://doi.org/10.1214/22-AIHP1304">https://doi.org/10.1214/22-AIHP1304</a>
  chicago: Erdös, László, and Hong Chang Ji. “Functional CLT for Non-Hermitian Random
    Matrices.” <i>Annales de l’institut Henri Poincare (B) Probability and Statistics</i>.
    Institute of Mathematical Statistics, 2023. <a href="https://doi.org/10.1214/22-AIHP1304">https://doi.org/10.1214/22-AIHP1304</a>.
  ieee: L. Erdös and H. C. Ji, “Functional CLT for non-Hermitian random matrices,”
    <i>Annales de l’institut Henri Poincare (B) Probability and Statistics</i>, vol.
    59, no. 4. Institute of Mathematical Statistics, pp. 2083–2105, 2023.
  ista: Erdös L, Ji HC. 2023. Functional CLT for non-Hermitian random matrices. Annales
    de l’institut Henri Poincare (B) Probability and Statistics. 59(4), 2083–2105.
  mla: Erdös, László, and Hong Chang Ji. “Functional CLT for Non-Hermitian Random
    Matrices.” <i>Annales de l’institut Henri Poincare (B) Probability and Statistics</i>,
    vol. 59, no. 4, Institute of Mathematical Statistics, 2023, pp. 2083–105, doi:<a
    href="https://doi.org/10.1214/22-AIHP1304">10.1214/22-AIHP1304</a>.
  short: L. Erdös, H.C. Ji, Annales de l’institut Henri Poincare (B) Probability and
    Statistics 59 (2023) 2083–2105.
corr_author: '1'
date_created: 2023-12-10T23:01:00Z
date_published: 2023-11-01T00:00:00Z
date_updated: 2025-09-09T13:41:08Z
day: '01'
department:
- _id: LaEr
doi: 10.1214/22-AIHP1304
ec_funded: 1
external_id:
  arxiv:
  - '2112.11382'
  isi:
  - '001098456400010'
intvolume: '        59'
isi: 1
issue: '4'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.48550/arXiv.2112.11382
month: '11'
oa: 1
oa_version: Preprint
page: 2083-2105
project:
- _id: 62796744-2b32-11ec-9570-940b20777f1d
  call_identifier: H2020
  grant_number: '101020331'
  name: Random matrices beyond Wigner-Dyson-Mehta
publication: Annales de l'institut Henri Poincare (B) Probability and Statistics
publication_identifier:
  issn:
  - 0246-0203
publication_status: published
publisher: Institute of Mathematical Statistics
quality_controlled: '1'
scopus_import: '1'
status: public
title: Functional CLT for non-Hermitian random matrices
type: journal_article
user_id: 317138e5-6ab7-11ef-aa6d-ffef3953e345
volume: 59
year: '2023'
...
---
_id: '12683'
abstract:
- lang: eng
  text: We study the eigenvalue trajectories of a time dependent matrix Gt=H+itvv∗
    for t≥0, where H is an N×N Hermitian random matrix and v is a unit vector. In
    particular, we establish that with high probability, an outlier can be distinguished
    at all times t>1+N−1/3+ϵ, for any ϵ>0. The study of this natural process combines
    elements of Hermitian and non-Hermitian analysis, and illustrates some aspects
    of the intrinsic instability of (even weakly) non-Hermitian matrices.
acknowledgement: G. Dubach gratefully acknowledges funding from the European Union’s
  Horizon 2020 research and innovation programme under the Marie Skłodowska-Curie
  Grant Agreement No. 754411. L. Erdős is supported by ERC Advanced Grant “RMTBeyond”
  No. 101020331.
article_processing_charge: No
article_type: original
arxiv: 1
author:
- first_name: Guillaume
  full_name: Dubach, Guillaume
  id: D5C6A458-10C4-11EA-ABF4-A4B43DDC885E
  last_name: Dubach
  orcid: 0000-0001-6892-8137
- first_name: László
  full_name: Erdös, László
  id: 4DBD5372-F248-11E8-B48F-1D18A9856A87
  last_name: Erdös
  orcid: 0000-0001-5366-9603
citation:
  ama: Dubach G, Erdös L. Dynamics of a rank-one perturbation of a Hermitian matrix.
    <i>Electronic Communications in Probability</i>. 2023;28:1-13. doi:<a href="https://doi.org/10.1214/23-ECP516">10.1214/23-ECP516</a>
  apa: Dubach, G., &#38; Erdös, L. (2023). Dynamics of a rank-one perturbation of
    a Hermitian matrix. <i>Electronic Communications in Probability</i>. Institute
    of Mathematical Statistics. <a href="https://doi.org/10.1214/23-ECP516">https://doi.org/10.1214/23-ECP516</a>
  chicago: Dubach, Guillaume, and László Erdös. “Dynamics of a Rank-One Perturbation
    of a Hermitian Matrix.” <i>Electronic Communications in Probability</i>. Institute
    of Mathematical Statistics, 2023. <a href="https://doi.org/10.1214/23-ECP516">https://doi.org/10.1214/23-ECP516</a>.
  ieee: G. Dubach and L. Erdös, “Dynamics of a rank-one perturbation of a Hermitian
    matrix,” <i>Electronic Communications in Probability</i>, vol. 28. Institute of
    Mathematical Statistics, pp. 1–13, 2023.
  ista: Dubach G, Erdös L. 2023. Dynamics of a rank-one perturbation of a Hermitian
    matrix. Electronic Communications in Probability. 28, 1–13.
  mla: Dubach, Guillaume, and László Erdös. “Dynamics of a Rank-One Perturbation of
    a Hermitian Matrix.” <i>Electronic Communications in Probability</i>, vol. 28,
    Institute of Mathematical Statistics, 2023, pp. 1–13, doi:<a href="https://doi.org/10.1214/23-ECP516">10.1214/23-ECP516</a>.
  short: G. Dubach, L. Erdös, Electronic Communications in Probability 28 (2023) 1–13.
corr_author: '1'
date_created: 2023-02-26T23:01:01Z
date_published: 2023-02-08T00:00:00Z
date_updated: 2025-04-14T07:44:00Z
day: '08'
ddc:
- '510'
department:
- _id: LaEr
doi: 10.1214/23-ECP516
ec_funded: 1
external_id:
  arxiv:
  - '2108.13694'
  isi:
  - '000950650200005'
file:
- access_level: open_access
  checksum: a1c6f0a3e33688fd71309c86a9aad86e
  content_type: application/pdf
  creator: dernst
  date_created: 2023-02-27T09:43:27Z
  date_updated: 2023-02-27T09:43:27Z
  file_id: '12692'
  file_name: 2023_ElectCommProbability_Dubach.pdf
  file_size: 479105
  relation: main_file
  success: 1
file_date_updated: 2023-02-27T09:43:27Z
has_accepted_license: '1'
intvolume: '        28'
isi: 1
language:
- iso: eng
month: '02'
oa: 1
oa_version: Published Version
page: 1-13
project:
- _id: 260C2330-B435-11E9-9278-68D0E5697425
  call_identifier: H2020
  grant_number: '754411'
  name: ISTplus - Postdoctoral Fellowships
- _id: 62796744-2b32-11ec-9570-940b20777f1d
  call_identifier: H2020
  grant_number: '101020331'
  name: Random matrices beyond Wigner-Dyson-Mehta
publication: Electronic Communications in Probability
publication_identifier:
  eissn:
  - 1083-589X
publication_status: published
publisher: Institute of Mathematical Statistics
quality_controlled: '1'
scopus_import: '1'
status: public
title: Dynamics of a rank-one perturbation of a Hermitian matrix
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: 28
year: '2023'
...
---
_id: '12707'
abstract:
- lang: eng
  text: We establish precise right-tail small deviation estimates for the largest
    eigenvalue of real symmetric and complex Hermitian matrices whose entries are
    independent random variables with uniformly bounded moments. The proof relies
    on a Green function comparison along a continuous interpolating matrix flow for
    a long time. Less precise estimates are also obtained in the left tail.
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: Yuanyuan
  full_name: Xu, Yuanyuan
  id: 7902bdb1-a2a4-11eb-a164-c9216f71aea3
  last_name: Xu
  orcid: 0000-0003-1559-1205
citation:
  ama: Erdös L, Xu Y. Small deviation estimates for the largest eigenvalue of Wigner
    matrices. <i>Bernoulli</i>. 2023;29(2):1063-1079. doi:<a href="https://doi.org/10.3150/22-BEJ1490">10.3150/22-BEJ1490</a>
  apa: Erdös, L., &#38; Xu, Y. (2023). Small deviation estimates for the largest eigenvalue
    of Wigner matrices. <i>Bernoulli</i>. Bernoulli Society for Mathematical Statistics
    and Probability. <a href="https://doi.org/10.3150/22-BEJ1490">https://doi.org/10.3150/22-BEJ1490</a>
  chicago: Erdös, László, and Yuanyuan Xu. “Small Deviation Estimates for the Largest
    Eigenvalue of Wigner Matrices.” <i>Bernoulli</i>. Bernoulli Society for Mathematical
    Statistics and Probability, 2023. <a href="https://doi.org/10.3150/22-BEJ1490">https://doi.org/10.3150/22-BEJ1490</a>.
  ieee: L. Erdös and Y. Xu, “Small deviation estimates for the largest eigenvalue
    of Wigner matrices,” <i>Bernoulli</i>, vol. 29, no. 2. Bernoulli Society for Mathematical
    Statistics and Probability, pp. 1063–1079, 2023.
  ista: Erdös L, Xu Y. 2023. Small deviation estimates for the largest eigenvalue
    of Wigner matrices. Bernoulli. 29(2), 1063–1079.
  mla: Erdös, László, and Yuanyuan Xu. “Small Deviation Estimates for the Largest
    Eigenvalue of Wigner Matrices.” <i>Bernoulli</i>, vol. 29, no. 2, Bernoulli Society
    for Mathematical Statistics and Probability, 2023, pp. 1063–79, doi:<a href="https://doi.org/10.3150/22-BEJ1490">10.3150/22-BEJ1490</a>.
  short: L. Erdös, Y. Xu, Bernoulli 29 (2023) 1063–1079.
corr_author: '1'
date_created: 2023-03-05T23:01:05Z
date_published: 2023-05-01T00:00:00Z
date_updated: 2025-04-14T07:57:19Z
day: '01'
department:
- _id: LaEr
doi: 10.3150/22-BEJ1490
ec_funded: 1
external_id:
  arxiv:
  - '2112.12093 '
  isi:
  - '000947270100008'
intvolume: '        29'
isi: 1
issue: '2'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/2112.12093
month: '05'
oa: 1
oa_version: Preprint
page: 1063-1079
project:
- _id: 62796744-2b32-11ec-9570-940b20777f1d
  call_identifier: H2020
  grant_number: '101020331'
  name: Random matrices beyond Wigner-Dyson-Mehta
publication: Bernoulli
publication_identifier:
  issn:
  - 1350-7265
publication_status: published
publisher: Bernoulli Society for Mathematical Statistics and Probability
quality_controlled: '1'
scopus_import: '1'
status: public
title: Small deviation estimates for the largest eigenvalue of Wigner matrices
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 29
year: '2023'
...
---
_id: '12761'
abstract:
- lang: eng
  text: "We consider the fluctuations of regular functions f of a Wigner matrix W
    viewed as an entire matrix f (W). Going beyond the well-studied tracial mode,
    Trf (W), which is equivalent to the customary linear statistics of eigenvalues,
    we show that Trf (W)A is asymptotically normal for any nontrivial bounded deterministic
    matrix A. We identify three different and asymptotically independent modes of
    this fluctuation, corresponding to the tracial part, the traceless diagonal part
    and the off-diagonal part of f (W) in the entire mesoscopic regime, where we find
    that the off-diagonal modes fluctuate on a much smaller scale than the tracial
    mode. As a main motivation to study CLT in such generality on small mesoscopic
    scales, we determine\r\nthe fluctuations in the eigenstate thermalization hypothesis
    (Phys. Rev. A 43 (1991) 2046–2049), that is, prove that the eigenfunction overlaps
    with any deterministic matrix are asymptotically Gaussian after a small spectral
    averaging. Finally, in the macroscopic regime our result also generalizes (Zh.
    Mat. Fiz. Anal. Geom. 9 (2013) 536–581, 611, 615) to complex W and to all crossover
    ensembles in between. The main technical inputs are the recent\r\nmultiresolvent
    local laws with traceless deterministic matrices from the companion paper (Comm.
    Math. Phys. 388 (2021) 1005–1048)."
acknowledgement: The second author is partially funded by the ERC Advanced Grant “RMTBEYOND”
  No. 101020331. The third author is supported by Dr. Max Rössler, the Walter Haefner
  Foundation and the ETH Zürich Foundation.
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. Functional central limit theorems for Wigner
    matrices. <i>Annals of Applied Probability</i>. 2023;33(1):447-489. doi:<a href="https://doi.org/10.1214/22-AAP1820">10.1214/22-AAP1820</a>
  apa: Cipolloni, G., Erdös, L., &#38; Schröder, D. J. (2023). Functional central
    limit theorems for Wigner matrices. <i>Annals of Applied Probability</i>. Institute
    of Mathematical Statistics. <a href="https://doi.org/10.1214/22-AAP1820">https://doi.org/10.1214/22-AAP1820</a>
  chicago: Cipolloni, Giorgio, László Erdös, and Dominik J Schröder. “Functional Central
    Limit Theorems for Wigner Matrices.” <i>Annals of Applied Probability</i>. Institute
    of Mathematical Statistics, 2023. <a href="https://doi.org/10.1214/22-AAP1820">https://doi.org/10.1214/22-AAP1820</a>.
  ieee: G. Cipolloni, L. Erdös, and D. J. Schröder, “Functional central limit theorems
    for Wigner matrices,” <i>Annals of Applied Probability</i>, vol. 33, no. 1. Institute
    of Mathematical Statistics, pp. 447–489, 2023.
  ista: Cipolloni G, Erdös L, Schröder DJ. 2023. Functional central limit theorems
    for Wigner matrices. Annals of Applied Probability. 33(1), 447–489.
  mla: Cipolloni, Giorgio, et al. “Functional Central Limit Theorems for Wigner Matrices.”
    <i>Annals of Applied Probability</i>, vol. 33, no. 1, Institute of Mathematical
    Statistics, 2023, pp. 447–89, doi:<a href="https://doi.org/10.1214/22-AAP1820">10.1214/22-AAP1820</a>.
  short: G. Cipolloni, L. Erdös, D.J. Schröder, Annals of Applied Probability 33 (2023)
    447–489.
corr_author: '1'
date_created: 2023-03-26T22:01:08Z
date_published: 2023-02-01T00:00:00Z
date_updated: 2025-04-14T07:57:19Z
day: '01'
department:
- _id: LaEr
doi: 10.1214/22-AAP1820
ec_funded: 1
external_id:
  arxiv:
  - '2012.13218'
  isi:
  - '000946432400015'
intvolume: '        33'
isi: 1
issue: '1'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/2012.13218
month: '02'
oa: 1
oa_version: Preprint
page: 447-489
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: Functional central limit theorems for Wigner matrices
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 33
year: '2023'
...
---
_id: '12792'
abstract:
- lang: eng
  text: In the physics literature the spectral form factor (SFF), the squared Fourier
    transform of the empirical eigenvalue density, is the most common tool to test
    universality for disordered quantum systems, yet previous mathematical results
    have been restricted only to two exactly solvable models (Forrester in J Stat
    Phys 183:33, 2021. https://doi.org/10.1007/s10955-021-02767-5, Commun Math Phys
    387:215–235, 2021. https://doi.org/10.1007/s00220-021-04193-w). We rigorously
    prove the physics prediction on SFF up to an intermediate time scale for a large
    class of random matrices using a robust method, the multi-resolvent local laws.
    Beyond Wigner matrices we also consider the monoparametric ensemble and prove
    that universality of SFF can already be triggered by a single random parameter,
    supplementing the recently proven Wigner–Dyson universality (Cipolloni et al.
    in Probab Theory Relat Fields, 2021. https://doi.org/10.1007/s00440-022-01156-7)
    to larger spectral scales. Remarkably, extensive numerics indicates that our formulas
    correctly predict the SFF in the entire slope-dip-ramp regime, as customarily
    called in physics.
acknowledgement: "We are grateful to the authors of [25] for sharing with us their
  insights and preliminary numerical results. We are especially thankful to Stephen
  Shenker for very valuable advice over several email communications. Helpful comments
  on the manuscript from Peter Forrester and from the anonymous referees are also
  acknowledged.\r\nOpen access funding provided by Institute of Science and Technology
  (IST Austria).\r\nLászló Erdős: Partially supported by ERC Advanced Grant \"RMTBeyond\"
  No. 101020331. Dominik Schröder: Supported by Dr. Max Rössler, the Walter Haefner
  Foundation and the ETH Zürich Foundation."
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: 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. On the spectral form factor for random matrices.
    <i>Communications in Mathematical Physics</i>. 2023;401:1665-1700. doi:<a href="https://doi.org/10.1007/s00220-023-04692-y">10.1007/s00220-023-04692-y</a>
  apa: Cipolloni, G., Erdös, L., &#38; Schröder, D. J. (2023). On the spectral form
    factor for random matrices. <i>Communications in Mathematical Physics</i>. Springer
    Nature. <a href="https://doi.org/10.1007/s00220-023-04692-y">https://doi.org/10.1007/s00220-023-04692-y</a>
  chicago: Cipolloni, Giorgio, László Erdös, and Dominik J Schröder. “On the Spectral
    Form Factor for Random Matrices.” <i>Communications in Mathematical Physics</i>.
    Springer Nature, 2023. <a href="https://doi.org/10.1007/s00220-023-04692-y">https://doi.org/10.1007/s00220-023-04692-y</a>.
  ieee: G. Cipolloni, L. Erdös, and D. J. Schröder, “On the spectral form factor for
    random matrices,” <i>Communications in Mathematical Physics</i>, vol. 401. Springer
    Nature, pp. 1665–1700, 2023.
  ista: Cipolloni G, Erdös L, Schröder DJ. 2023. On the spectral form factor for random
    matrices. Communications in Mathematical Physics. 401, 1665–1700.
  mla: Cipolloni, Giorgio, et al. “On the Spectral Form Factor for Random Matrices.”
    <i>Communications in Mathematical Physics</i>, vol. 401, Springer Nature, 2023,
    pp. 1665–700, doi:<a href="https://doi.org/10.1007/s00220-023-04692-y">10.1007/s00220-023-04692-y</a>.
  short: G. Cipolloni, L. Erdös, D.J. Schröder, Communications in Mathematical Physics
    401 (2023) 1665–1700.
corr_author: '1'
date_created: 2023-04-02T22:01:11Z
date_published: 2023-07-01T00:00:00Z
date_updated: 2025-04-14T07:57:19Z
day: '01'
ddc:
- '510'
department:
- _id: LaEr
doi: 10.1007/s00220-023-04692-y
ec_funded: 1
external_id:
  isi:
  - '000957343500001'
file:
- access_level: open_access
  checksum: 72057940f76654050ca84a221f21786c
  content_type: application/pdf
  creator: dernst
  date_created: 2023-10-04T12:09:18Z
  date_updated: 2023-10-04T12:09:18Z
  file_id: '14397'
  file_name: 2023_CommMathPhysics_Cipolloni.pdf
  file_size: 859967
  relation: main_file
  success: 1
file_date_updated: 2023-10-04T12:09:18Z
has_accepted_license: '1'
intvolume: '       401'
isi: 1
language:
- iso: eng
month: '07'
oa: 1
oa_version: Published Version
page: 1665-1700
project:
- _id: 62796744-2b32-11ec-9570-940b20777f1d
  call_identifier: H2020
  grant_number: '101020331'
  name: Random matrices beyond Wigner-Dyson-Mehta
publication: Communications in Mathematical Physics
publication_identifier:
  eissn:
  - 1432-0916
  issn:
  - 0010-3616
publication_status: published
publisher: Springer Nature
quality_controlled: '1'
scopus_import: '1'
status: public
title: On the spectral form factor 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: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 401
year: '2023'
...
---
_id: '14750'
abstract:
- lang: eng
  text: "Consider the random matrix model A1/2UBU∗A1/2, where A and B are two N ×
    N deterministic matrices and U is either an N × N Haar unitary or orthogonal random
    matrix. It is well known that on the macroscopic scale (Invent. Math. 104 (1991)
    201–220), the limiting empirical spectral distribution (ESD) of the above model
    is given by the free multiplicative convolution\r\nof the limiting ESDs of A and
    B, denoted as μα \x02 μβ, where μα and μβ are the limiting ESDs of A and B, respectively.
    In this paper, we study the asymptotic microscopic behavior of the edge eigenvalues
    and eigenvectors statistics. We prove that both the density of μA \x02μB, where
    μA and μB are the ESDs of A and B, respectively and the associated subordination
    functions\r\nhave a regular behavior near the edges. Moreover, we establish the
    local laws near the edges on the optimal scale. In particular, we prove that the
    entries of the resolvent are close to some functionals depending only on the eigenvalues
    of A, B and the subordination functions with optimal convergence rates. Our proofs
    and calculations are based on the techniques developed for the additive model
    A+UBU∗ in (J. Funct. Anal. 271 (2016) 672–719; Comm. Math.\r\nPhys. 349 (2017)
    947–990; Adv. Math. 319 (2017) 251–291; J. Funct. Anal. 279 (2020) 108639), and
    our results can be regarded as the counterparts of (J. Funct. Anal. 279 (2020)
    108639) for the multiplicative model. "
acknowledgement: "The first author is partially supported by NSF Grant DMS-2113489
  and grateful for the AMS-SIMONS travel grant (2020–2023). The second author is supported
  by the ERC Advanced Grant “RMTBeyond” No. 101020331.\r\nThe authors would like to
  thank the Editor, Associate Editor and an anonymous referee for their many critical
  suggestions which have significantly improved the paper. We also want to thank Zhigang
  Bao and Ji Oon Lee for many helpful discussions and comments."
article_processing_charge: No
article_type: original
arxiv: 1
author:
- first_name: Xiucai
  full_name: Ding, Xiucai
  last_name: Ding
- first_name: Hong Chang
  full_name: Ji, Hong Chang
  id: dd216c0a-c1f9-11eb-beaf-e9ea9d2de76d
  last_name: Ji
citation:
  ama: Ding X, Ji HC. Local laws for multiplication of random matrices. <i>The Annals
    of Applied Probability</i>. 2023;33(4):2981-3009. doi:<a href="https://doi.org/10.1214/22-aap1882">10.1214/22-aap1882</a>
  apa: Ding, X., &#38; Ji, H. C. (2023). Local laws for multiplication of random matrices.
    <i>The Annals of Applied Probability</i>. Institute of Mathematical Statistics.
    <a href="https://doi.org/10.1214/22-aap1882">https://doi.org/10.1214/22-aap1882</a>
  chicago: Ding, Xiucai, and Hong Chang Ji. “Local Laws for Multiplication of Random
    Matrices.” <i>The Annals of Applied Probability</i>. Institute of Mathematical
    Statistics, 2023. <a href="https://doi.org/10.1214/22-aap1882">https://doi.org/10.1214/22-aap1882</a>.
  ieee: X. Ding and H. C. Ji, “Local laws for multiplication of random matrices,”
    <i>The Annals of Applied Probability</i>, vol. 33, no. 4. Institute of Mathematical
    Statistics, pp. 2981–3009, 2023.
  ista: Ding X, Ji HC. 2023. Local laws for multiplication of random matrices. The
    Annals of Applied Probability. 33(4), 2981–3009.
  mla: Ding, Xiucai, and Hong Chang Ji. “Local Laws for Multiplication of Random Matrices.”
    <i>The Annals of Applied Probability</i>, vol. 33, no. 4, Institute of Mathematical
    Statistics, 2023, pp. 2981–3009, doi:<a href="https://doi.org/10.1214/22-aap1882">10.1214/22-aap1882</a>.
  short: X. Ding, H.C. Ji, The Annals of Applied Probability 33 (2023) 2981–3009.
corr_author: '1'
date_created: 2024-01-08T13:03:18Z
date_published: 2023-08-01T00:00:00Z
date_updated: 2025-09-09T14:12:00Z
day: '01'
department:
- _id: LaEr
doi: 10.1214/22-aap1882
ec_funded: 1
external_id:
  arxiv:
  - '2010.16083'
  isi:
  - '001031710500012'
intvolume: '        33'
isi: 1
issue: '4'
keyword:
- Statistics
- Probability and Uncertainty
- Statistics and Probability
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.48550/arXiv.2010.16083
month: '08'
oa: 1
oa_version: Preprint
page: 2981-3009
project:
- _id: 62796744-2b32-11ec-9570-940b20777f1d
  call_identifier: H2020
  grant_number: '101020331'
  name: Random matrices beyond Wigner-Dyson-Mehta
publication: The 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: Local laws for multiplication of random matrices
type: journal_article
user_id: 317138e5-6ab7-11ef-aa6d-ffef3953e345
volume: 33
year: '2023'
...
---
_id: '14775'
abstract:
- lang: eng
  text: We establish a quantitative version of the Tracy–Widom law for the largest
    eigenvalue of high-dimensional sample covariance matrices. To be precise, we show
    that the fluctuations of the largest eigenvalue of a sample covariance matrix
    X∗X converge to its Tracy–Widom limit at a rate nearly N−1/3, where X is an M×N
    random matrix whose entries are independent real or complex random variables,
    assuming that both M and N tend to infinity at a constant rate. This result improves
    the previous estimate N−2/9 obtained by Wang (2019). Our proof relies on a Green
    function comparison method (Adv. Math. 229 (2012) 1435–1515) using iterative cumulant
    expansions, the local laws for the Green function and asymptotic properties of
    the correlation kernel of the white Wishart ensemble.
acknowledgement: K. Schnelli was supported by the Swedish Research Council Grants
  VR-2017-05195, and the Knut and Alice Wallenberg Foundation. Y. Xu was supported
  by the Swedish Research Council Grant VR-2017-05195 and the ERC Advanced Grant “RMTBeyond”
  No. 101020331.
article_processing_charge: No
article_type: original
arxiv: 1
author:
- first_name: Kevin
  full_name: Schnelli, Kevin
  id: 434AD0AE-F248-11E8-B48F-1D18A9856A87
  last_name: Schnelli
  orcid: 0000-0003-0954-3231
- first_name: Yuanyuan
  full_name: Xu, Yuanyuan
  id: 7902bdb1-a2a4-11eb-a164-c9216f71aea3
  last_name: Xu
  orcid: 0000-0003-1559-1205
citation:
  ama: Schnelli K, Xu Y. Convergence rate to the Tracy–Widom laws for the largest
    eigenvalue of sample covariance matrices. <i>The Annals of Applied Probability</i>.
    2023;33(1):677-725. doi:<a href="https://doi.org/10.1214/22-aap1826">10.1214/22-aap1826</a>
  apa: Schnelli, K., &#38; Xu, Y. (2023). Convergence rate to the Tracy–Widom laws
    for the largest eigenvalue of sample covariance matrices. <i>The Annals of Applied
    Probability</i>. Institute of Mathematical Statistics. <a href="https://doi.org/10.1214/22-aap1826">https://doi.org/10.1214/22-aap1826</a>
  chicago: Schnelli, Kevin, and Yuanyuan Xu. “Convergence Rate to the Tracy–Widom
    Laws for the Largest Eigenvalue of Sample Covariance Matrices.” <i>The Annals
    of Applied Probability</i>. Institute of Mathematical Statistics, 2023. <a href="https://doi.org/10.1214/22-aap1826">https://doi.org/10.1214/22-aap1826</a>.
  ieee: K. Schnelli and Y. Xu, “Convergence rate to the Tracy–Widom laws for the largest
    eigenvalue of sample covariance matrices,” <i>The Annals of Applied Probability</i>,
    vol. 33, no. 1. Institute of Mathematical Statistics, pp. 677–725, 2023.
  ista: Schnelli K, Xu Y. 2023. Convergence rate to the Tracy–Widom laws for the largest
    eigenvalue of sample covariance matrices. The Annals of Applied Probability. 33(1),
    677–725.
  mla: Schnelli, Kevin, and Yuanyuan Xu. “Convergence Rate to the Tracy–Widom Laws
    for the Largest Eigenvalue of Sample Covariance Matrices.” <i>The Annals of Applied
    Probability</i>, vol. 33, no. 1, Institute of Mathematical Statistics, 2023, pp.
    677–725, doi:<a href="https://doi.org/10.1214/22-aap1826">10.1214/22-aap1826</a>.
  short: K. Schnelli, Y. Xu, The Annals of Applied Probability 33 (2023) 677–725.
corr_author: '1'
date_created: 2024-01-10T09:23:31Z
date_published: 2023-02-01T00:00:00Z
date_updated: 2025-04-14T07:57:19Z
day: '01'
department:
- _id: LaEr
doi: 10.1214/22-aap1826
ec_funded: 1
external_id:
  arxiv:
  - '2108.02728'
  isi:
  - '000946432400021'
intvolume: '        33'
isi: 1
issue: '1'
keyword:
- Statistics
- Probability and Uncertainty
- Statistics and Probability
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.48550/arXiv.2108.02728
month: '02'
oa: 1
oa_version: Preprint
page: 677-725
project:
- _id: 62796744-2b32-11ec-9570-940b20777f1d
  call_identifier: H2020
  grant_number: '101020331'
  name: Random matrices beyond Wigner-Dyson-Mehta
publication: The 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: Convergence rate to the Tracy–Widom laws for the largest eigenvalue of sample
  covariance matrices
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 33
year: '2023'
...
---
_id: '14780'
abstract:
- lang: eng
  text: In this paper, we study the eigenvalues and eigenvectors of the spiked invariant
    multiplicative models when the randomness is from Haar matrices. We establish
    the limits of the outlier eigenvalues λˆi and the generalized components (⟨v,uˆi⟩
    for any deterministic vector v) of the outlier eigenvectors uˆi with optimal convergence
    rates. Moreover, we prove that the non-outlier eigenvalues stick with those of
    the unspiked matrices and the non-outlier eigenvectors are delocalized. The results
    also hold near the so-called BBP transition and for degenerate spikes. On one
    hand, our results can be regarded as a refinement of the counterparts of [12]
    under additional regularity conditions. On the other hand, they can be viewed
    as an analog of [34] by replacing the random matrix with i.i.d. entries with Haar
    random matrix.
acknowledgement: The authors would like to thank the editor, the associated editor
  and two anonymous referees for their many critical suggestions which have significantly
  improved the paper. The authors are also grateful to Zhigang Bao and Ji Oon Lee
  for many helpful discussions. The first author also wants to thank Hari Bercovici
  for many useful comments. The first author is partially supported by National Science
  Foundation DMS-2113489 and the second author is supported by ERC Advanced Grant
  “RMTBeyond” No. 101020331.
article_processing_charge: Yes (in subscription journal)
article_type: original
arxiv: 1
author:
- first_name: Xiucai
  full_name: Ding, Xiucai
  last_name: Ding
- first_name: Hong Chang
  full_name: Ji, Hong Chang
  id: dd216c0a-c1f9-11eb-beaf-e9ea9d2de76d
  last_name: Ji
citation:
  ama: Ding X, Ji HC. Spiked multiplicative random matrices and principal components.
    <i>Stochastic Processes and their Applications</i>. 2023;163:25-60. doi:<a href="https://doi.org/10.1016/j.spa.2023.05.009">10.1016/j.spa.2023.05.009</a>
  apa: Ding, X., &#38; Ji, H. C. (2023). Spiked multiplicative random matrices and
    principal components. <i>Stochastic Processes and Their Applications</i>. Elsevier.
    <a href="https://doi.org/10.1016/j.spa.2023.05.009">https://doi.org/10.1016/j.spa.2023.05.009</a>
  chicago: Ding, Xiucai, and Hong Chang Ji. “Spiked Multiplicative Random Matrices
    and Principal Components.” <i>Stochastic Processes and Their Applications</i>.
    Elsevier, 2023. <a href="https://doi.org/10.1016/j.spa.2023.05.009">https://doi.org/10.1016/j.spa.2023.05.009</a>.
  ieee: X. Ding and H. C. Ji, “Spiked multiplicative random matrices and principal
    components,” <i>Stochastic Processes and their Applications</i>, vol. 163. Elsevier,
    pp. 25–60, 2023.
  ista: Ding X, Ji HC. 2023. Spiked multiplicative random matrices and principal components.
    Stochastic Processes and their Applications. 163, 25–60.
  mla: Ding, Xiucai, and Hong Chang Ji. “Spiked Multiplicative Random Matrices and
    Principal Components.” <i>Stochastic Processes and Their Applications</i>, vol.
    163, Elsevier, 2023, pp. 25–60, doi:<a href="https://doi.org/10.1016/j.spa.2023.05.009">10.1016/j.spa.2023.05.009</a>.
  short: X. Ding, H.C. Ji, Stochastic Processes and Their Applications 163 (2023)
    25–60.
date_created: 2024-01-10T09:29:25Z
date_published: 2023-09-01T00:00:00Z
date_updated: 2025-07-16T08:01:03Z
day: '01'
ddc:
- '510'
department:
- _id: LaEr
doi: 10.1016/j.spa.2023.05.009
ec_funded: 1
external_id:
  arxiv:
  - '2302.13502'
  isi:
  - '001113615900001'
file:
- access_level: open_access
  checksum: 46a708b0cd5569a73d0f3d6c3e0a44dc
  content_type: application/pdf
  creator: dernst
  date_created: 2024-01-16T08:47:31Z
  date_updated: 2024-01-16T08:47:31Z
  file_id: '14806'
  file_name: 2023_StochasticProcAppl_Ding.pdf
  file_size: 1870349
  relation: main_file
  success: 1
file_date_updated: 2024-01-16T08:47:31Z
has_accepted_license: '1'
intvolume: '       163'
isi: 1
keyword:
- Applied Mathematics
- Modeling and Simulation
- Statistics and Probability
language:
- iso: eng
month: '09'
oa: 1
oa_version: Published Version
page: 25-60
project:
- _id: 62796744-2b32-11ec-9570-940b20777f1d
  call_identifier: H2020
  grant_number: '101020331'
  name: Random matrices beyond Wigner-Dyson-Mehta
publication: Stochastic Processes and their Applications
publication_identifier:
  eissn:
  - 1879-209X
  issn:
  - 0304-4149
publication_status: published
publisher: Elsevier
quality_controlled: '1'
scopus_import: '1'
status: public
title: Spiked multiplicative random matrices and principal components
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: 3E5EF7F0-F248-11E8-B48F-1D18A9856A87
volume: 163
year: '2023'
...
---
_id: '14849'
abstract:
- lang: eng
  text: We establish a precise three-term asymptotic expansion, with an optimal estimate
    of the error term, for the rightmost eigenvalue of an n×n random matrix with independent
    identically distributed complex entries as n tends to infinity. All terms in the
    expansion are universal.
acknowledgement: "The second and the fourth author were supported by the ERC Advanced
  Grant\r\n“RMTBeyond” No. 101020331. The third author was supported by Dr. Max Rössler,
  the\r\nWalter Haefner Foundation and the ETH Zürich Foundation."
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
- first_name: Yuanyuan
  full_name: Xu, Yuanyuan
  last_name: Xu
citation:
  ama: Cipolloni G, Erdös L, Schröder DJ, Xu Y. On the rightmost eigenvalue of non-Hermitian
    random matrices. <i>The Annals of Probability</i>. 2023;51(6):2192-2242. doi:<a
    href="https://doi.org/10.1214/23-aop1643">10.1214/23-aop1643</a>
  apa: Cipolloni, G., Erdös, L., Schröder, D. J., &#38; Xu, Y. (2023). On the rightmost
    eigenvalue of non-Hermitian random matrices. <i>The Annals of Probability</i>.
    Institute of Mathematical Statistics. <a href="https://doi.org/10.1214/23-aop1643">https://doi.org/10.1214/23-aop1643</a>
  chicago: Cipolloni, Giorgio, László Erdös, Dominik J Schröder, and Yuanyuan Xu.
    “On the Rightmost Eigenvalue of Non-Hermitian Random Matrices.” <i>The Annals
    of Probability</i>. Institute of Mathematical Statistics, 2023. <a href="https://doi.org/10.1214/23-aop1643">https://doi.org/10.1214/23-aop1643</a>.
  ieee: G. Cipolloni, L. Erdös, D. J. Schröder, and Y. Xu, “On the rightmost eigenvalue
    of non-Hermitian random matrices,” <i>The Annals of Probability</i>, vol. 51,
    no. 6. Institute of Mathematical Statistics, pp. 2192–2242, 2023.
  ista: Cipolloni G, Erdös L, Schröder DJ, Xu Y. 2023. On the rightmost eigenvalue
    of non-Hermitian random matrices. The Annals of Probability. 51(6), 2192–2242.
  mla: Cipolloni, Giorgio, et al. “On the Rightmost Eigenvalue of Non-Hermitian Random
    Matrices.” <i>The Annals of Probability</i>, vol. 51, no. 6, Institute of Mathematical
    Statistics, 2023, pp. 2192–242, doi:<a href="https://doi.org/10.1214/23-aop1643">10.1214/23-aop1643</a>.
  short: G. Cipolloni, L. Erdös, D.J. Schröder, Y. Xu, The Annals of Probability 51
    (2023) 2192–2242.
corr_author: '1'
date_created: 2024-01-22T08:08:41Z
date_published: 2023-11-01T00:00:00Z
date_updated: 2025-09-09T14:23:34Z
day: '01'
department:
- _id: LaEr
doi: 10.1214/23-aop1643
ec_funded: 1
external_id:
  arxiv:
  - '2206.04448'
  isi:
  - '001112165000004'
intvolume: '        51'
isi: 1
issue: '6'
keyword:
- Statistics
- Probability and Uncertainty
- Statistics and Probability
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.48550/arXiv.2206.04448
month: '11'
oa: 1
oa_version: Preprint
page: 2192-2242
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:
  issn:
  - 0091-1798
publication_status: published
publisher: Institute of Mathematical Statistics
quality_controlled: '1'
scopus_import: '1'
status: public
title: On the rightmost eigenvalue of non-Hermitian random matrices
type: journal_article
user_id: 317138e5-6ab7-11ef-aa6d-ffef3953e345
volume: 51
year: '2023'
...
---
_id: '10405'
abstract:
- lang: eng
  text: 'We consider large non-Hermitian random matrices X with complex, independent,
    identically distributed centred entries and show that the linear statistics of
    their eigenvalues are asymptotically Gaussian for test functions having 2+ϵ derivatives.
    Previously this result was known only for a few special cases; either the test
    functions were required to be analytic [72], or the distribution of the matrix
    elements needed to be Gaussian [73], or at least match the Gaussian up to the
    first four moments [82, 56]. We find the exact dependence of the limiting variance
    on the fourth cumulant that was not known before. The proof relies on two novel
    ingredients: (i) a local law for a product of two resolvents of the Hermitisation
    of X with different spectral parameters and (ii) a coupling of several weakly
    dependent Dyson Brownian motions. These methods are also the key inputs for our
    analogous results on the linear eigenvalue statistics of real matrices X that
    are presented in the companion paper [32]. '
acknowledgement: L.E. would like to thank Nathanaël Berestycki and D.S.would like
  to thank Nina Holden for valuable discussions on the Gaussian freeﬁeld.G.C. and
  L.E. are partially supported by ERC Advanced Grant No. 338804.G.C. received funding
  from the European Union’s Horizon 2020 research and in-novation programme under
  the Marie Skłodowska-Curie Grant Agreement No.665385. D.S. is supported by Dr. Max
  Rössler, the Walter Haefner Foundation, and the ETH Zürich Foundation.
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: 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. Central limit theorem for linear eigenvalue
    statistics of non-Hermitian random matrices. <i>Communications on Pure and Applied
    Mathematics</i>. 2023;76(5):946-1034. doi:<a href="https://doi.org/10.1002/cpa.22028">10.1002/cpa.22028</a>
  apa: Cipolloni, G., Erdös, L., &#38; Schröder, D. J. (2023). Central limit theorem
    for linear eigenvalue statistics of non-Hermitian random matrices. <i>Communications
    on Pure and Applied Mathematics</i>. Wiley. <a href="https://doi.org/10.1002/cpa.22028">https://doi.org/10.1002/cpa.22028</a>
  chicago: Cipolloni, Giorgio, László Erdös, and Dominik J Schröder. “Central Limit
    Theorem for Linear Eigenvalue Statistics of Non-Hermitian Random Matrices.” <i>Communications
    on Pure and Applied Mathematics</i>. Wiley, 2023. <a href="https://doi.org/10.1002/cpa.22028">https://doi.org/10.1002/cpa.22028</a>.
  ieee: G. Cipolloni, L. Erdös, and D. J. Schröder, “Central limit theorem for linear
    eigenvalue statistics of non-Hermitian random matrices,” <i>Communications on
    Pure and Applied Mathematics</i>, vol. 76, no. 5. Wiley, pp. 946–1034, 2023.
  ista: Cipolloni G, Erdös L, Schröder DJ. 2023. Central limit theorem for linear
    eigenvalue statistics of non-Hermitian random matrices. Communications on Pure
    and Applied Mathematics. 76(5), 946–1034.
  mla: Cipolloni, Giorgio, et al. “Central Limit Theorem for Linear Eigenvalue Statistics
    of Non-Hermitian Random Matrices.” <i>Communications on Pure and Applied Mathematics</i>,
    vol. 76, no. 5, Wiley, 2023, pp. 946–1034, doi:<a href="https://doi.org/10.1002/cpa.22028">10.1002/cpa.22028</a>.
  short: G. Cipolloni, L. Erdös, D.J. Schröder, Communications on Pure and Applied
    Mathematics 76 (2023) 946–1034.
corr_author: '1'
date_created: 2021-12-05T23:01:41Z
date_published: 2023-05-01T00:00:00Z
date_updated: 2025-03-31T16:00:54Z
day: '01'
ddc:
- '510'
department:
- _id: LaEr
doi: 10.1002/cpa.22028
ec_funded: 1
external_id:
  arxiv:
  - '1912.04100'
  isi:
  - '000724652500001'
file:
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intvolume: '        76'
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language:
- iso: eng
license: https://creativecommons.org/licenses/by-nc-nd/4.0/
month: '05'
oa: 1
oa_version: Published Version
page: 946-1034
project:
- _id: 258DCDE6-B435-11E9-9278-68D0E5697425
  call_identifier: FP7
  grant_number: '338804'
  name: Random matrices, universality and disordered quantum systems
- _id: 2564DBCA-B435-11E9-9278-68D0E5697425
  call_identifier: H2020
  grant_number: '665385'
  name: International IST Doctoral Program
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: Central limit theorem for linear eigenvalue statistics of non-Hermitian random
  matrices
tmp:
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type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 76
year: '2023'
...
