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doi: 10 · 2017 · DOI 10.1109/tsp.2017

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cs.LG 1

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2026 1

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Smoothness-Based Derandomization of PAC-Bayes Bounds

cs.LG · 2026-06-17 · unverdicted · novelty 6.0 · 2 refs

Derives smoothness-based PAC-Bayes derandomization bounds for deterministic predictors using Rademacher complexity of the Jensen gap class, yielding Jacobian/Hessian flatness terms and a practical regularizer tested on CIFAR-10.

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  • Smoothness-Based Derandomization of PAC-Bayes Bounds cs.LG · 2026-06-17 · unverdicted · none · ref 18 · 2 links

    Derives smoothness-based PAC-Bayes derandomization bounds for deterministic predictors using Rademacher complexity of the Jensen gap class, yielding Jacobian/Hessian flatness terms and a practical regularizer tested on CIFAR-10.