Aurélien Decelle
5 papers · 2021–2025 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
🗺️
Taxonomy Completionist
(12)
Venues
Top co-authors
Research topics
Keywords
energy-based model
(4)
restricted boltzmann machine
(3)
markov chain monte carlo
(3)
generative model
(3)
singular value decomposition
(1)
contrastive divergence
(1)
boltzmann machine
(1)
early stopping
(1)
spectral decomposition
(1)
diffusion model
(1)
phase transition
(1)
weight matrix
(1)
log-likelihood estimation
(1)
pairwise model
(1)
thermodynamic analysis
(1)
empirical covariance matrix
(1)
parallel trajectory tempering
(1)
mean field theory
(1)
overfitting
(1)
convex optimization
(1)
Papers
A Theoretical Framework For Overfitting In Energy-based Modeling
ICML 2025
Fast training and sampling of Restricted Boltzmann Machines
ICLR 2025
Cascade of phase transitions in the training of energy-based models
NeurIPS 2024
Explaining the effects of non-convergent MCMC in the training of Energy-Based Models
ICML 2023
Equilibrium and non-Equilibrium regimes in the learning of Restricted Boltzmann Machines
NeurIPS 2021