2025 "robustness guarantees" Papers

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Adaptive Variance Inflation in Thompson Sampling: Efficiency, Safety, Robustness, and Beyond

Feng Zhu, David Simchi-Levi

NEURIPS 2025poster

Certifying Deep Network Risks and Individual Predictions with PAC-Bayes Loss via Localized Priors

Wen Dong

NEURIPS 2025poster