Benjamin Dupuis

15 papers A* 4Journal 11
YearRankTypeTitle / Venue / Authors
2025 J jnl
Algorithm- and Data-Dependent Generalization Bounds for Score-Based Generative Models.
CoRR
Benjamin Dupuis, Dario Shariatian, Maxime Haddouche, Alain Durmus, Umut Simsekli
2025 J jnl
Mutual Information Free Topological Generalization Bounds via Stability.
CoRR
Mario Tuci, Lennart Bastian, Benjamin Dupuis, Nassir Navab, Tolga Birdal, Umut Simsekli
2025 J jnl
Rényi Differential Privacy for Heavy-Tailed SDEs via Fractional Poincaré Inequalities.
CoRR
Benjamin Dupuis, Mert Gürbüzbalaban, Umut Simsekli, Jian Wang, Sinan Yildirim, Lingjiong Zhu
2025 J jnl
Understanding the Generalization Error of Markov algorithms through Poissonization.
CoRR
Benjamin Dupuis, Maxime Haddouche, George Deligiannidis, Umut Simsekli
2024 A* conf
Generalization Bounds for Heavy-Tailed SDEs through the Fractional Fokker-Planck Equation.
ICML
Benjamin Dupuis, Umut Simsekli
2024 J jnl
Generalization Bounds for Heavy-Tailed SDEs through the Fractional Fokker-Planck Equation.
CoRR
Benjamin Dupuis, Umut Simsekli
2024 A* conf
Topological Generalization Bounds for Discrete-Time Stochastic Optimization Algorithms.
NeurIPS
Rayna Andreeva, Benjamin Dupuis, Rik Sarkar, Tolga Birdal, Umut Simsekli
2024 J jnl
Topological Generalization Bounds for Discrete-Time Stochastic Optimization Algorithms.
CoRR
Rayna Andreeva, Benjamin Dupuis, Rik Sarkar, Tolga Birdal, Umut Simsekli
2024 J jnl
Uniform Generalization Bounds on Data-Dependent Hypothesis Sets via PAC-Bayesian Theory on Random Sets.
CoRR
Benjamin Dupuis, Paul Viallard, George Deligiannidis, Umut Simsekli
2024 J jnl
Uniform Generalization Bounds on Data-Dependent Hypothesis Sets via PAC-Bayesian Theory on Random Sets.
J. Mach. Learn. Res.
Benjamin Dupuis, Paul Viallard, George Deligiannidis, Umut Simsekli
2023 J jnl
From Mutual Information to Expected Dynamics: New Generalization Bounds for Heavy-Tailed SGD.
CoRR
Benjamin Dupuis, Paul Viallard
2023 A* conf
Generalization Bounds using Data-Dependent Fractal Dimensions.
ICML
Benjamin Dupuis, George Deligiannidis, Umut Simsekli
2023 J jnl
Generalization Bounds with Data-dependent Fractal Dimensions.
CoRR
Benjamin Dupuis, George Deligiannidis, Umut Simsekli
2021 J jnl
DNN-Based Topology Optimisation: Spatial Invariance and Neural Tangent Kernel.
CoRR
Benjamin Dupuis, Arthur Jacot
2021 A* conf
DNN-based Topology Optimisation: Spatial Invariance and Neural Tangent Kernel.
NeurIPS
Benjamin Dupuis, Arthur Jacot