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Aurélien Decelle
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Asymptotic analysis of the stochastic block model for modular networks and its algorithmic applications
A Decelle, F Krzakala, C Moore, L Zdeborová
Physical Review E—Statistical, Nonlinear, and Soft Matter Physics 84 (6 …, 2011
9502011
Inference and phase transitions in the detection of modules in sparse networks
A Decelle, F Krzakala, C Moore, L Zdeborová
Physical Review Letters 107 (6), 065701, 2011
4302011
Creating artificial human genomes using generative neural networks
B Yelmen, A Decelle, L Ongaro, D Marnetto, C Tallec, F Montinaro, ...
PLoS genetics 17 (2), e1009303, 2021
1172021
Archimedean lattices in the bound states of wave interacting particles
A Eddi, A Decelle, E Fort, Y Couder
Europhysics Letters 87 (5), 56002, 2009
802009
Pseudolikelihood decimation algorithm improving the inference of the interaction network in a general class of ising models
A Decelle, F Ricci-Tersenghi
Physical review letters 112 (7), 070603, 2014
772014
Restricted Boltzmann machine: Recent advances and mean-field theory
A Decelle, C Furtlehner
Chinese Physics B 30 (4), 040202, 2021
652021
Hierarchical random energy model of a spin glass
M Castellana, A Decelle, S Franz, M Mézard, G Parisi
Physical review letters 104 (12), 127206, 2010
562010
Thermodynamics of restricted Boltzmann machines and related learning dynamics
A Decelle, G Fissore, C Furtlehner
Journal of Statistical Physics 172, 1576-1608, 2018
542018
Spectral dynamics of learning in restricted Boltzmann machines
A Decelle, G Fissore, C Furtlehner
Europhysics Letters 119 (6), 60001, 2017
502017
T-ReX: a graph-based filament detection method
T Bonnaire, N Aghanim, A Decelle, M Douspis
Astronomy & Astrophysics 637, A18, 2020
472020
Equilibrium and non-equilibrium regimes in the learning of restricted Boltzmann machines
A Decelle, C Furtlehner, B Seoane
Advances in Neural Information Processing Systems 34, 5345-5359, 2021
412021
Cosmology with cosmic web environments-I. Real-space power spectra
T Bonnaire, N Aghanim, J Kuruvilla, A Decelle
Astronomy & Astrophysics 661, A146, 2022
292022
Message passing for optimization and control of a power grid: Model of a distribution system with redundancy
L Zdeborová, A Decelle, M Chertkov
Physical Review E—Statistical, Nonlinear, and Soft Matter Physics 80 (4 …, 2009
282009
Solving the inverse Ising problem by mean-field methods in a clustered phase space with many states
A Decelle, F Ricci-Tersenghi
Physical Review E 94 (1), 012112, 2016
242016
Learning a restricted Boltzmann machine using biased Monte Carlo sampling
N Béreux, A Decelle, C Furtlehner, B Seoane
SciPost Physics 14 (3), 032, 2023
202023
Detection of cheating by decimation algorithm
S Yamanaka, M Ohzeki, A Decelle
Journal of the Physical Society of Japan 84 (2), 024801, 2015
192015
Learning a local symmetry with neural networks
A Decelle, V Martin-Mayor, B Seoane
Physical Review E 100 (5), 050102, 2019
182019
Encoding large-scale cosmological structure with generative adversarial networks
M Ullmo, A Decelle, N Aghanim
Astronomy & Astrophysics 651, A46, 2021
162021
Inference of the sparse kinetic Ising model using the decimation method
A Decelle, P Zhang
Physical Review E 91 (5), 052136, 2015
162015
An introduction to machine learning: a perspective from statistical physics
A Decelle
Physica A: Statistical Mechanics and its Applications 631, 128154, 2023
152023
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