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Benjamin Dupuis

Topological Generalization Bounds for Discrete-Time Stochastic Optimization Algorithms

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Jul 11, 2024
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Uniform Generalization Bounds on Data-Dependent Hypothesis Sets via PAC-Bayesian Theory on Random Sets

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Apr 26, 2024
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Generalization Bounds for Heavy-Tailed SDEs through the Fractional Fokker-Planck Equation

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Feb 12, 2024
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From Mutual Information to Expected Dynamics: New Generalization Bounds for Heavy-Tailed SGD

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Dec 01, 2023
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Generalization Bounds with Data-dependent Fractal Dimensions

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Feb 06, 2023
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DNN-Based Topology Optimisation: Spatial Invariance and Neural Tangent Kernel

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Jun 10, 2021
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