Benjamin Dupuis

15 papers A* 4Journal 11

Year	Rank	Type	Title / 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