"stochastic constraints" Papers

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Data-Dependent Regret Bounds for Constrained MABs

Gianmarco Genalti, Francesco Emanuele Stradi, Matteo Castiglioni et al.

NEURIPS 2025arXiv:2505.20010

Triple-Optimistic Learning for Stochastic Contextual Bandits with General Constraints

Hengquan Guo, Lingkai Zu, Xin Liu

ICML 2025

Online Learning in CMDPs: Handling Stochastic and Adversarial Constraints

Francesco Emanuele Stradi, Jacopo Germano, Gianmarco Genalti et al.

ICML 2024