Disordered Systems and Neural Networks

Authors and titles for recent submissions

• Wed, 29 May 2024
• Tue, 28 May 2024
• Mon, 27 May 2024
• Fri, 24 May 2024
• Wed, 22 May 2024

Wed, 29 May 2024

[1]  arXiv:2405.18116 [pdf, other]

Title: Emergent Inequalities in a Primitive Agent-Based Good-Exchange Model

Authors: Nirbhay Patil, Jean-Philippe Bouchaud

Comments: 14 pages, 10 figures, 1 table

Subjects: Disordered Systems and Neural Networks (cond-mat.dis-nn); Physics and Society (physics.soc-ph)

[2]  arXiv:2405.18296 (cross-list from cs.LG) [pdf, other]

Title: Bias in Motion: Theoretical Insights into the Dynamics of Bias in SGD Training

Authors: Anchit Jain, Rozhin Nobahari, Aristide Baratin, Stefano Sarao Mannelli

Subjects: Machine Learning (cs.LG); Disordered Systems and Neural Networks (cond-mat.dis-nn); Machine Learning (stat.ML)

[3]  arXiv:2405.18188 (cross-list from quant-ph) [pdf, other]

Title: Characterizing dynamical criticality of many-body localization transitions from the Fock-space perspective

Authors: Zheng-Hang Sun, Yong-Yi Wang, Jian Cui, Heng Fan, Markus Heyl

Subjects: Quantum Physics (quant-ph); Disordered Systems and Neural Networks (cond-mat.dis-nn)

[4]  arXiv:2405.17541 (cross-list from quant-ph) [pdf, other]

Title: Approximately-symmetric neural networks for quantum spin liquids

Authors: Dominik S. Kufel, Jack Kemp, Simon M. Linsel, Chris R. Laumann, Norman Y. Yao

Comments: 5+10 pages

Subjects: Quantum Physics (quant-ph); Disordered Systems and Neural Networks (cond-mat.dis-nn); Strongly Correlated Electrons (cond-mat.str-el); Machine Learning (cs.LG)

[5]  arXiv:2405.17538 (cross-list from hep-th) [pdf, other]

Title: Bayesian RG Flow in Neural Network Field Theories

Authors: Jessica N. Howard, Marc S. Klinger, Anindita Maiti, Alexander G. Stapleton

Comments: 46 pages, 10 figures, 2 tables

Subjects: High Energy Physics - Theory (hep-th); Disordered Systems and Neural Networks (cond-mat.dis-nn); Machine Learning (cs.LG)

[6]  arXiv:2405.17391 (cross-list from cs.LG) [pdf, other]

Title: Dataset-learning duality and emergent criticality

Authors: Ekaterina Kukleva, Vitaly Vanchurin

Comments: 27 pages, 9 figures

Subjects: Machine Learning (cs.LG); Disordered Systems and Neural Networks (cond-mat.dis-nn); Statistical Mechanics (cond-mat.stat-mech); Neural and Evolutionary Computing (cs.NE)

Tue, 28 May 2024

[7]  arXiv:2405.17328 [pdf, other]

Title: Magnetic properties of diluted hexaferrites

Authors: Logan Sowadski, Sean Anderson, Cameron Lerch, Julia Medvedeva, Thomas Vojta

Comments: 10 pages, 12 figures

Subjects: Disordered Systems and Neural Networks (cond-mat.dis-nn); Materials Science (cond-mat.mtrl-sci)

[8]  arXiv:2405.17296 [pdf, other]

Title: Coupling Light with Matter for Identifying Dominant Subnetworks

Authors: Airat Kamaletdinov, Natalia G. Berloff

Comments: 8 pages, 12 figures

Subjects: Disordered Systems and Neural Networks (cond-mat.dis-nn); Other Condensed Matter (cond-mat.other); Emerging Technologies (cs.ET); Optics (physics.optics); Quantum Physics (quant-ph)

[9]  arXiv:2405.17112 [pdf, other]

Title: Using continuation methods to analyse the difficulty of problems solved by Ising machines

Authors: Jacob Lamers, Guy Verschaffelt, Guy Van der Sande

Comments: 21 pages, 9 figures and 2 tables. At present time (27th of May 2024), this submission is under review in the journal 'Nature Communications'

Subjects: Disordered Systems and Neural Networks (cond-mat.dis-nn); Statistical Mechanics (cond-mat.stat-mech); Computational Complexity (cs.CC)

[10]  arXiv:2405.17349 (cross-list from q-bio.NC) [pdf, other]

Title: Metric structural human connectomes: localization and multifractality of eigenmodes

Authors: Anna Bobyleva, Alexander Gorsky, Sergei Nechaev, Olga Valba, Nikita Pospelov

Subjects: Neurons and Cognition (q-bio.NC); Disordered Systems and Neural Networks (cond-mat.dis-nn); Statistical Mechanics (cond-mat.stat-mech)

[11]  arXiv:2405.16288 (cross-list from hep-lat) [pdf, other]

Title: Generating configurations of increasing lattice size with machine learning and the inverse renormalization group

Authors: Dimitrios Bachtis

Comments: Proceedings for the Europlex2023 conference, 11-15 September 2023, Humboldt University of Berlin

Subjects: High Energy Physics - Lattice (hep-lat); Disordered Systems and Neural Networks (cond-mat.dis-nn); Statistical Mechanics (cond-mat.stat-mech); Machine Learning (cs.LG)

[12]  arXiv:2405.16274 (cross-list from cond-mat.mes-hall) [pdf, other]

Title: A Topological Classification of Finite Chiral Structures using Complete Matchings

Authors: Maxine M. McCarthy, D. M. Whittaker

Comments: 18 pages, 9 figures, 2 tables

Subjects: Mesoscale and Nanoscale Physics (cond-mat.mes-hall); Disordered Systems and Neural Networks (cond-mat.dis-nn)

[13]  arXiv:2405.15926 (cross-list from cs.LG) [pdf, other]

Title: Dissecting the Interplay of Attention Paths in a Statistical Mechanics Theory of Transformers

Authors: Lorenzo Tiberi, Francesca Mignacco, Kazuki Irie, Haim Sompolinsky

Subjects: Machine Learning (cs.LG); Disordered Systems and Neural Networks (cond-mat.dis-nn); Statistical Mechanics (cond-mat.stat-mech); Machine Learning (stat.ML)

Mon, 27 May 2024

[14]  arXiv:2405.15220 [pdf, other]

Title: Hybrid scaling theory of localization transition in a non-Hermitian disorder Aubry-André model

Authors: Yue-Mei Sun, Xin-Yu Wang, Zi-Kang Wang, Liang-Jun Zhai

Subjects: Disordered Systems and Neural Networks (cond-mat.dis-nn)

[15]  arXiv:2405.15712 (cross-list from stat.ML) [pdf, other]

Title: Infinite Limits of Multi-head Transformer Dynamics

Authors: Blake Bordelon, Hamza Tahir Chaudhry, Cengiz Pehlevan

Subjects: Machine Learning (stat.ML); Disordered Systems and Neural Networks (cond-mat.dis-nn); Machine Learning (cs.LG)

[16]  arXiv:2405.15699 (cross-list from stat.ML) [pdf, other]

Title: Dimension-free deterministic equivalents for random feature regression

Authors: Leonardo Defilippis, Bruno Loureiro, Theodor Misiakiewicz

Subjects: Machine Learning (stat.ML); Disordered Systems and Neural Networks (cond-mat.dis-nn); Machine Learning (cs.LG)

[17]  arXiv:2405.15560 (cross-list from cond-mat.mes-hall) [pdf, other]

Title: Super-diffusive transport in two-dimensional Fermionic wires

Authors: Junaid Majeed Bhat

Comments: 11 pages, 7 figures

Subjects: Mesoscale and Nanoscale Physics (cond-mat.mes-hall); Disordered Systems and Neural Networks (cond-mat.dis-nn); Statistical Mechanics (cond-mat.stat-mech); Quantum Physics (quant-ph)

[18]  arXiv:2405.15539 (cross-list from stat.ML) [pdf, other]

Title: A generalized neural tangent kernel for surrogate gradient learning

Authors: Luke Eilers, Raoul-Martin Memmesheimer, Sven Goedeke

Comments: 52 pages, 3 figures + 2 supplementary figures

Subjects: Machine Learning (stat.ML); Disordered Systems and Neural Networks (cond-mat.dis-nn); Machine Learning (cs.LG); Probability (math.PR); Neurons and Cognition (q-bio.NC)

[19]  arXiv:2405.15480 (cross-list from cs.LG) [pdf, other]

Title: Fundamental limits of weak learnability in high-dimensional multi-index models

Authors: Emanuele Troiani, Yatin Dandi, Leonardo Defilippis, Lenka Zdeborová, Bruno Loureiro, Florent Krzakala

Subjects: Machine Learning (cs.LG); Disordered Systems and Neural Networks (cond-mat.dis-nn); Computational Complexity (cs.CC)

[20]  arXiv:2405.15376 (cross-list from cs.LG) [pdf, other]

Title: Fast, accurate training and sampling of Restricted Boltzmann Machines

Authors: Nicolas Béreux, Aurélien Decelle, Cyril Furtlehner, Lorenzo Rosset, Beatriz Seoane

Comments: 18 pages, 8 figures

Subjects: Machine Learning (cs.LG); Disordered Systems and Neural Networks (cond-mat.dis-nn); Statistical Mechanics (cond-mat.stat-mech)

[21]  arXiv:2405.14936 (cross-list from quant-ph) [pdf, other]

Title: Local and nonlocal stochastic control of quantum chaos: Measurement- and control-induced criticality

Authors: Haining Pan, Sriram Ganeshan, Thomas Iadecola, Justin H. Wilson, J. H. Pixley

Comments: 16 pages, 10 figures

Subjects: Quantum Physics (quant-ph); Disordered Systems and Neural Networks (cond-mat.dis-nn); Chaotic Dynamics (nlin.CD)

[22]  arXiv:2405.14927 (cross-list from quant-ph) [pdf, other]

Title: Slow measurement-only dynamics of entanglement in Pauli subsystem codes

Authors: Benedikt Placke, S. A. Parameswaran

Comments: 21 pages, 11 figures

Subjects: Quantum Physics (quant-ph); Disordered Systems and Neural Networks (cond-mat.dis-nn); Statistical Mechanics (cond-mat.stat-mech); Strongly Correlated Electrons (cond-mat.str-el)

Fri, 24 May 2024 (showing first 3 of 13 entries)

[23]  arXiv:2405.14531 [pdf, other]

Title: Low-resolution descriptions of model neural activity reveal hidden features and underlying system properties

Authors: Riccardo Aldrigo, Roberto Menichetti, Raffaello Potestio

Subjects: Disordered Systems and Neural Networks (cond-mat.dis-nn); Computational Physics (physics.comp-ph)

[24]  arXiv:2405.14376 [pdf, other]

Title: Quantum Chaos in Random Ising Networks

Authors: András Grabarits, Kasturi Ranjan Swain, Mahsa Seyed Heydari, Pranav Chandarana, Fernando J. Gómez-Ruiz, Adolfo del Campo

Subjects: Disordered Systems and Neural Networks (cond-mat.dis-nn); Statistical Mechanics (cond-mat.stat-mech); Chaotic Dynamics (nlin.CD); Quantum Physics (quant-ph)

[25]  arXiv:2405.14289 [pdf, other]

Title: Generating-functional analysis of random Lotka-Volterra systems: A step-by-step guide

Authors: Tobias Galla

Comments: 81 pages, 8 figures

Subjects: Disordered Systems and Neural Networks (cond-mat.dis-nn); Statistical Mechanics (cond-mat.stat-mech); Populations and Evolution (q-bio.PE)

• Wed, 29 May 2024
• Tue, 28 May 2024
• Mon, 27 May 2024
• Fri, 24 May 2024
• Wed, 22 May 2024