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Benjamin Dupuis
Benjamin Dupuis
PhD student, INRIA - ENS Paris
Verified email at inria.fr
Title
Cited by
Cited by
Year
Generalization Bounds using Data-Dependent Fractal Dimensions
B Dupuis, G Deligiannidis, U Simsekli
ICML 2023, 2023
142023
DNN-based topology optimisation: Spatial invariance and neural tangent kernel
B Dupuis, A Jacot
Advances in Neural Information Processing Systems 34, 27659-27669, 2021
52021
From Mutual Information to Expected Dynamics: New Generalization Bounds for Heavy-Tailed SGD
B Dupuis, P Viallard
NeurIPS 2023 Workshop Heavy Tails in Machine Learning, 2023
12023
Uniform Generalization Bounds on Data-Dependent Hypothesis Sets via PAC-Bayesian Theory on Random Sets
B Dupuis, P Viallard, G Deligiannidis, U Simsekli
arXiv preprint arXiv:2404.17442, 2024
2024
Generalization Bounds for Heavy-Tailed SDEs through the Fractional Fokker-Planck Equation
B Dupuis, U Şimşekli
arXiv preprint arXiv:2402.07723, 2024
2024
DNN-based Topology Optimisation: Spatial Invariance and Neural Tangent Kernel Supplementary Material
B Dupuis, A Jacot
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Articles 1–6