Benjamin Dupuis

According to our database, Benjamin Dupuis authored at least 10 papers between 2021 and 2025.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2025

Mutual Information Free Topological Generalization Bounds via Stability.

Mario Tuci, Lennart Bastian, Benjamin Dupuis, Nassir Navab, Tolga Birdal, Umut Simsekli

CoRR, July, 2025

Algorithm- and Data-Dependent Generalization Bounds for Score-Based Generative Models.

Benjamin Dupuis, Dario Shariatian, Maxime Haddouche, Alain Durmus, Umut Simsekli

CoRR, June, 2025

Understanding the Generalization Error of Markov algorithms through Poissonization.

Benjamin Dupuis, Maxime Haddouche, George Deligiannidis, Umut Simsekli

CoRR, February, 2025

2024

Uniform Generalization Bounds on Data-Dependent Hypothesis Sets via PAC-Bayesian Theory on Random Sets.

Benjamin Dupuis, Paul Viallard, George Deligiannidis, Umut Simsekli

CoRR, 2024

Topological Generalization Bounds for Discrete-Time Stochastic Optimization Algorithms.

Rayna Andreeva, Benjamin Dupuis, Rik Sarkar, Tolga Birdal, Umut Simsekli

Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2024, 2024

Generalization Bounds for Heavy-Tailed SDEs through the Fractional Fokker-Planck Equation.

Benjamin Dupuis, Umut Simsekli

Proceedings of the Forty-first International Conference on Machine Learning, 2024

2023

From Mutual Information to Expected Dynamics: New Generalization Bounds for Heavy-Tailed SGD.

Benjamin Dupuis, Paul Viallard

CoRR, 2023

Generalization Bounds with Data-dependent Fractal Dimensions.

Benjamin Dupuis, George Deligiannidis, Umut Simsekli

CoRR, 2023

Generalization Bounds using Data-Dependent Fractal Dimensions.

Benjamin Dupuis, George Deligiannidis, Umut Simsekli

Proceedings of the International Conference on Machine Learning, 2023

2021

DNN-based Topology Optimisation: Spatial Invariance and Neural Tangent Kernel.

Benjamin Dupuis, Arthur Jacot

Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021