Dupuis, Benjamin

7 publications

NeurIPS 2025 Algorithm- and Data-Dependent Generalization Bounds for Diffusion Models Benjamin Dupuis, Dario Shariatian, Maxime Haddouche, Alain Oliviero Durmus, Umut Simsekli

ICML 2024 Generalization Bounds for Heavy-Tailed SDEs Through the Fractional Fokker-Planck Equation Benjamin Dupuis, Umut Simsekli

NeurIPS 2024 Topological Generalization Bounds for Discrete-Time Stochastic Optimization Algorithms Rayna Andreeva, Benjamin Dupuis, Rik Sarkar, Tolga Birdal, Umut Şimşekli

JMLR 2024 Uniform Generalization Bounds on Data-Dependent Hypothesis Sets via PAC-Bayesian Theory on Random Sets Benjamin Dupuis, Paul Viallard, George Deligiannidis, Umut Simsekli

NeurIPSW 2023 From Mutual Information to Expected Dynamics: New Generalization Bounds for Heavy-Tailed SGD Benjamin Dupuis, Paul Viallard

ICML 2023 Generalization Bounds Using Data-Dependent Fractal Dimensions Benjamin Dupuis, George Deligiannidis, Umut Simsekli

NeurIPS 2021 DNN-Based Topology Optimisation: Spatial Invariance and Neural Tangent Kernel Benjamin Dupuis, Arthur Jacot