Arnaud Guillin
3 papers · 2023–2024 · 3 conferences · across top CS/AI conferences
Achievements
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🌉
Interdisciplinary Bridge
🧭
Keyword Pioneer
🌍
Conference Polyglot
(3)
🐝
Cross-Pollinator
(15)
Conferences
AISTATS (1)
COLT (1)
JMLR (1)
Top co-authors
Keywords
law of large number
(2)
variational inference
(1)
bayesian inference
(1)
monte carlo sampling
(1)
generative model
(1)
bayesian neural network
(1)
evidence lower bound
(1)
normalising flow
(1)
neural hamiltonian flow
(1)
volume-preserving mapping
(1)
physics-inspired model
(1)
central limit theorem
(1)
weight dynamics
(1)
kernel methods
(1)
neural network
(1)
stochastic gradient descent
(1)
reparametrization trick
(1)
Papers
Fixed-kinetic Neural Hamiltonian Flows for enhanced interpretability and reduced complexity
AISTATS 2024
Law of Large Numbers and Central Limit Theorem for Wide Two-layer Neural Networks: The Mini-Batch and Noisy Case
JMLR 2024
Law of Large Numbers for Bayesian two-layer Neural Network trained with Variational Inference
COLT 2023