Author

Benjamin Dupuis

h-index 6 View on Semantic Scholar

We have 2 of 16 papers

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

Preprint Jul 2026

Tightening the Score Matching Gap for Diffusion Models

Diffusion models (DMs) are a state-of-the-art generative method to approximately sample from an unknown distribution. Their training and evaluation primarily rely on an Evidence Lower Bound (ELBO), which relates the Kullback-Leibler (KL) divergence of model samples to the score matching loss along the path, which serve...

Benjamin Dupuis, Tyler Farghly, Maxime Haddouche et al. · 0 citations

#machine learning Preprint Feb 2025

Generalization Bounds for Markov Algorithms through Entropy Flow Computations

This work builds on a principled continuous-time approximation of Markov algorithms and introduces a new, exact entropy flow formula for such processes, and establishes novel connections to a well-studied family of modified logarithmic Sobolev inequalities.

Benjamin Dupuis, Maxime Haddouche, George Deligiannidis et al. · 2 citations