Le Corff, Sylvain

14 publications

TMLR 2026 Diffusion Posterior Sampling for Simulation-Based Inference in Tall Data Settings Julia Linhart, Gabriel Cardoso, Alexandre Gramfort, Sylvain Le Corff, Pedro L. C. Rodrigues

TMLR 2025 An Analysis of the Noise Schedule for Score-Based Generative Models Stanislas Strasman, Antonio Ocello, Claire Boyer, Sylvain Le Corff, Vincent Lemaire

AISTATS 2025 Theoretical Convergence Guarantees for Variational Autoencoders Sobihan Surendran, Antoine Godichon-Baggioni, Sylvain Le Corff

NeurIPS 2025 Wasserstein Convergence of Critically Damped Langevin Diffusions Stanislas Strasman, Sobihan Surendran, Claire Boyer, Sylvain Le Corff, Vincent Lemaire, Antonio Ocello

JMLR 2024 Additive Smoothing Error in Backward Variational Inference for General State-Space Models Mathis Chagneux, Elisabeth Gassiat, Pierre Gloaguen, Sylvain Le Corff

ICLR 2024 Monte Carlo Guided Denoising Diffusion Models for Bayesian Linear Inverse Problems. Gabriel Cardoso, Yazid Janati El Idrissi, Sylvain Le Corff, Eric Moulines

NeurIPS 2024 Non-Asymptotic Analysis of Biased Adaptive Stochastic Approximation Sobihan Surendran, Adeline Fermanian, Antoine Godichon-Baggioni, Sylvain Le Corff

TMLR 2024 Variational Excess Risk Bound for General State Space Models Elisabeth Gassiat, Sylvain Le Corff

TMLR 2023 HERMES: Hybrid Error-Corrector Model with Inclusion of External Signals for Nonstationary Fashion Time Series Etienne David, Jean Bellot, Sylvain Le Corff

ICML 2023 State and Parameter Learning with PARIS Particle Gibbs Gabriel Cardoso, Yazid Janati El Idrissi, Sylvain Le Corff, Eric Moulines, Jimmy Olsson

ICML 2022 Diffusion Bridges Vector Quantized Variational Autoencoders Max Cohen, Guillaume Quispe, Sylvain Le Corff, Charles Ollion, Eric Moulines

NeurIPS 2021 Disentangling Identifiable Features from Noisy Data with Structured Nonlinear ICA Hermanni Hälvä, Sylvain Le Corff, Luc Lehéricy, Jonathan So, Yongjie Zhu, Elisabeth Gassiat, Aapo Hyvarinen

NeurIPS 2021 NEO: Non Equilibrium Sampling on the Orbits of a Deterministic Transform Achille Thin, Yazid Janati El Idrissi, Sylvain Le Corff, Charles Ollion, Eric Moulines, Arnaud Doucet, Alain Durmus, Christian X Robert

JMLR 2020 Identifiability and Consistent Estimation of Nonparametric Translation Hidden Markov Models with General State Space Elisabeth Gassiat, Sylvain Le Corff, Luc Lehéricy