---
_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.
date_created: 2021-12-05T23:01:41Z
date_published: 2023-05-01T00:00:00Z
date_updated: 2023-10-04T09:22:55Z
day: '01'
ddc:
- '510'
department:
- _id: LaEr
doi: 10.1002/cpa.22028
ec_funded: 1
external_id:
  arxiv:
  - '1912.04100'
  isi:
  - '000724652500001'
file:
- access_level: open_access
  checksum: 8346bc2642afb4ccb7f38979f41df5d9
  content_type: application/pdf
  creator: dernst
  date_created: 2023-10-04T09:21:48Z
  date_updated: 2023-10-04T09:21:48Z
  file_id: '14388'
  file_name: 2023_CommPureMathematics_Cipolloni.pdf
  file_size: 803440
  relation: main_file
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file_date_updated: 2023-10-04T09:21:48Z
has_accepted_license: '1'
intvolume: '        76'
isi: 1
issue: '5'
language:
- iso: eng
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:
  image: /images/cc_by_nc_nd.png
  legal_code_url: https://creativecommons.org/licenses/by-nc-nd/4.0/legalcode
  name: Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International
    (CC BY-NC-ND 4.0)
  short: CC BY-NC-ND (4.0)
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 76
year: '2023'
...
---
_id: '8500'
abstract:
- lang: eng
  text: The main model studied in this paper is a lattice of pendula with a nearest‐neighbor
    coupling. If the coupling is weak, then the system is near‐integrable and KAM
    tori fill most of the phase space. For all KAM trajectories the energy of each
    pendulum stays within a narrow band for all time. Still, we show that for an arbitrarily
    weak coupling of a certain localized type, the neighboring pendula can exchange
    energy. In fact, the energy can be transferred between the pendula in any prescribed
    way.
article_processing_charge: No
article_type: original
author:
- first_name: Vadim
  full_name: Kaloshin, Vadim
  id: FE553552-CDE8-11E9-B324-C0EBE5697425
  last_name: Kaloshin
  orcid: 0000-0002-6051-2628
- first_name: Mark
  full_name: Levi, Mark
  last_name: Levi
- first_name: Maria
  full_name: Saprykina, Maria
  last_name: Saprykina
citation:
  ama: Kaloshin V, Levi M, Saprykina M. Arnol′d diffusion in a pendulum lattice. <i>Communications
    on Pure and Applied Mathematics</i>. 2014;67(5):748-775. doi:<a href="https://doi.org/10.1002/cpa.21509">10.1002/cpa.21509</a>
  apa: Kaloshin, V., Levi, M., &#38; Saprykina, M. (2014). Arnol′d diffusion in a
    pendulum lattice. <i>Communications on Pure and Applied Mathematics</i>. Wiley.
    <a href="https://doi.org/10.1002/cpa.21509">https://doi.org/10.1002/cpa.21509</a>
  chicago: Kaloshin, Vadim, Mark Levi, and Maria Saprykina. “Arnol′d Diffusion in
    a Pendulum Lattice.” <i>Communications on Pure and Applied Mathematics</i>. Wiley,
    2014. <a href="https://doi.org/10.1002/cpa.21509">https://doi.org/10.1002/cpa.21509</a>.
  ieee: V. Kaloshin, M. Levi, and M. Saprykina, “Arnol′d diffusion in a pendulum lattice,”
    <i>Communications on Pure and Applied Mathematics</i>, vol. 67, no. 5. Wiley,
    pp. 748–775, 2014.
  ista: Kaloshin V, Levi M, Saprykina M. 2014. Arnol′d diffusion in a pendulum lattice.
    Communications on Pure and Applied Mathematics. 67(5), 748–775.
  mla: Kaloshin, Vadim, et al. “Arnol′d Diffusion in a Pendulum Lattice.” <i>Communications
    on Pure and Applied Mathematics</i>, vol. 67, no. 5, Wiley, 2014, pp. 748–75,
    doi:<a href="https://doi.org/10.1002/cpa.21509">10.1002/cpa.21509</a>.
  short: V. Kaloshin, M. Levi, M. Saprykina, Communications on Pure and Applied Mathematics
    67 (2014) 748–775.
date_created: 2020-09-18T10:47:01Z
date_published: 2014-05-01T00:00:00Z
date_updated: 2022-08-25T13:58:13Z
day: '01'
doi: 10.1002/cpa.21509
extern: '1'
intvolume: '        67'
issue: '5'
keyword:
- Applied Mathematics
- General Mathematics
language:
- iso: eng
month: '05'
oa_version: None
page: 748-775
publication: Communications on Pure and Applied Mathematics
publication_identifier:
  issn:
  - 0010-3640
publication_status: published
publisher: Wiley
quality_controlled: '1'
status: public
title: Arnol′d diffusion in a pendulum lattice
type: journal_article
user_id: 3E5EF7F0-F248-11E8-B48F-1D18A9856A87
volume: 67
year: '2014'
...
---
_id: '8517'
abstract:
- lang: eng
  text: We consider the evolution of a connected set on the plane carried by a space
    periodic incompressible stochastic flow. While for almost every realization of
    the stochastic flow at time t most of the particles are at a distance of order
    equation image away from the origin, there is a measure zero set of points that
    escape to infinity at the linear rate. We study the set of points visited by the
    original set by time t and show that such a set, when scaled down by the factor
    of t, has a limiting nonrandom shape.
article_processing_charge: No
article_type: original
author:
- first_name: Dmitry
  full_name: Dolgopyat, Dmitry
  last_name: Dolgopyat
- first_name: Vadim
  full_name: Kaloshin, Vadim
  id: FE553552-CDE8-11E9-B324-C0EBE5697425
  last_name: Kaloshin
  orcid: 0000-0002-6051-2628
- first_name: Leonid
  full_name: Koralov, Leonid
  last_name: Koralov
citation:
  ama: Dolgopyat D, Kaloshin V, Koralov L. A limit shape theorem for periodic stochastic
    dispersion. <i>Communications on Pure and Applied Mathematics</i>. 2004;57(9):1127-1158.
    doi:<a href="https://doi.org/10.1002/cpa.20032">10.1002/cpa.20032</a>
  apa: Dolgopyat, D., Kaloshin, V., &#38; Koralov, L. (2004). A limit shape theorem
    for periodic stochastic dispersion. <i>Communications on Pure and Applied Mathematics</i>.
    Wiley. <a href="https://doi.org/10.1002/cpa.20032">https://doi.org/10.1002/cpa.20032</a>
  chicago: Dolgopyat, Dmitry, Vadim Kaloshin, and Leonid Koralov. “A Limit Shape Theorem
    for Periodic Stochastic Dispersion.” <i>Communications on Pure and Applied Mathematics</i>.
    Wiley, 2004. <a href="https://doi.org/10.1002/cpa.20032">https://doi.org/10.1002/cpa.20032</a>.
  ieee: D. Dolgopyat, V. Kaloshin, and L. Koralov, “A limit shape theorem for periodic
    stochastic dispersion,” <i>Communications on Pure and Applied Mathematics</i>,
    vol. 57, no. 9. Wiley, pp. 1127–1158, 2004.
  ista: Dolgopyat D, Kaloshin V, Koralov L. 2004. A limit shape theorem for periodic
    stochastic dispersion. Communications on Pure and Applied Mathematics. 57(9),
    1127–1158.
  mla: Dolgopyat, Dmitry, et al. “A Limit Shape Theorem for Periodic Stochastic Dispersion.”
    <i>Communications on Pure and Applied Mathematics</i>, vol. 57, no. 9, Wiley,
    2004, pp. 1127–58, doi:<a href="https://doi.org/10.1002/cpa.20032">10.1002/cpa.20032</a>.
  short: D. Dolgopyat, V. Kaloshin, L. Koralov, Communications on Pure and Applied
    Mathematics 57 (2004) 1127–1158.
date_created: 2020-09-18T10:49:12Z
date_published: 2004-09-01T00:00:00Z
date_updated: 2021-01-12T08:19:50Z
day: '01'
doi: 10.1002/cpa.20032
extern: '1'
intvolume: '        57'
issue: '9'
keyword:
- Applied Mathematics
- General Mathematics
language:
- iso: eng
month: '09'
oa_version: None
page: 1127-1158
publication: Communications on Pure and Applied Mathematics
publication_identifier:
  issn:
  - 0010-3640
  - 1097-0312
publication_status: published
publisher: Wiley
quality_controlled: '1'
status: public
title: A limit shape theorem for periodic stochastic dispersion
type: journal_article
user_id: 2DF688A6-F248-11E8-B48F-1D18A9856A87
volume: 57
year: '2004'
...
---
_id: '2731'
abstract:
- lang: eng
  text: We study the time evolution of a quantum particle in a Gaussian random environment.
    We show that in the weak coupling limit the Wigner distribution of the wave function
    converges to a solution of a linear Boltzmann equation globally in time. The Boltzmann
    collision kernel is given by the Born approximation of the quantum differential
    scattering cross section.
acknowledgement: Partially supported by U.S. National Science Foundation grants DMS-9403462,
  9703752. We would like to thank H. Spohn for his several comments and discussions
  on this project. Part of this work was done during the time when L. E. visited the
  Erwin Schrödinger Institute in Vienna and when both authors visited the Center of
  Theoretical Sciences in Taiwan. We thank them for the hospitality and the support
  of this work.
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: Horng
  full_name: Yau, Horng
  last_name: Yau
citation:
  ama: Erdös L, Yau H. Linear Boltzmann equation as the weak coupling limit of a random
    Schrödinger equation. <i>Communications on Pure and Applied Mathematics</i>. 2000;53(6):667-735.
    doi:<a href="https://doi.org/10.1002/(SICI)1097-0312(200006)53:6&#38;lt;667::AID-CPA1&#38;gt;3.0.CO;2-5">10.1002/(SICI)1097-0312(200006)53:6&#38;lt;667::AID-CPA1&#38;gt;3.0.CO;2-5</a>
  apa: Erdös, L., &#38; Yau, H. (2000). Linear Boltzmann equation as the weak coupling
    limit of a random Schrödinger equation. <i>Communications on Pure and Applied
    Mathematics</i>. Wiley-Blackwell. <a href="https://doi.org/10.1002/(SICI)1097-0312(200006)53:6&#38;lt;667::AID-CPA1&#38;gt;3.0.CO;2-5">https://doi.org/10.1002/(SICI)1097-0312(200006)53:6&#38;lt;667::AID-CPA1&#38;gt;3.0.CO;2-5</a>
  chicago: Erdös, László, and Horng Yau. “Linear Boltzmann Equation as the Weak Coupling
    Limit of a Random Schrödinger Equation.” <i>Communications on Pure and Applied
    Mathematics</i>. Wiley-Blackwell, 2000. <a href="https://doi.org/10.1002/(SICI)1097-0312(200006)53:6&#38;lt;667::AID-CPA1&#38;gt;3.0.CO;2-5">https://doi.org/10.1002/(SICI)1097-0312(200006)53:6&#38;lt;667::AID-CPA1&#38;gt;3.0.CO;2-5</a>.
  ieee: L. Erdös and H. Yau, “Linear Boltzmann equation as the weak coupling limit
    of a random Schrödinger equation,” <i>Communications on Pure and Applied Mathematics</i>,
    vol. 53, no. 6. Wiley-Blackwell, pp. 667–735, 2000.
  ista: Erdös L, Yau H. 2000. Linear Boltzmann equation as the weak coupling limit
    of a random Schrödinger equation. Communications on Pure and Applied Mathematics.
    53(6), 667–735.
  mla: Erdös, László, and Horng Yau. “Linear Boltzmann Equation as the Weak Coupling
    Limit of a Random Schrödinger Equation.” <i>Communications on Pure and Applied
    Mathematics</i>, vol. 53, no. 6, Wiley-Blackwell, 2000, pp. 667–735, doi:<a href="https://doi.org/10.1002/(SICI)1097-0312(200006)53:6&#38;lt;667::AID-CPA1&#38;gt;3.0.CO;2-5">10.1002/(SICI)1097-0312(200006)53:6&#38;lt;667::AID-CPA1&#38;gt;3.0.CO;2-5</a>.
  short: L. Erdös, H. Yau, Communications on Pure and Applied Mathematics 53 (2000)
    667–735.
date_created: 2018-12-11T11:59:18Z
date_published: 2000-06-01T00:00:00Z
date_updated: 2023-05-03T09:09:04Z
day: '01'
doi: 10.1002/(SICI)1097-0312(200006)53:6&lt;667::AID-CPA1&gt;3.0.CO;2-5
extern: '1'
external_id:
  arxiv:
  - math-ph/9901020
intvolume: '        53'
issue: '6'
language:
- iso: eng
month: '06'
oa_version: Preprint
page: 667 - 735
publication: Communications on Pure and Applied Mathematics
publication_identifier:
  issn:
  - 0010-3640
publication_status: published
publisher: Wiley-Blackwell
publist_id: '4161'
quality_controlled: '1'
scopus_import: '1'
status: public
title: Linear Boltzmann equation as the weak coupling limit of a random Schrödinger
  equation
type: journal_article
user_id: ea97e931-d5af-11eb-85d4-e6957dddbf17
volume: 53
year: '2000'
...
