"constrained markov decision processes" Papers

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Provably Efficient RL under Episode-Wise Safety in Constrained MDPs with Linear Function Approximation

Toshinori Kitamura, Arnob Ghosh, Tadashi Kozuno et al.

NeurIPS 2025spotlightarXiv:2502.10138

ACPO: A Policy Optimization Algorithm for Average MDPs with Constraints

Akhil Agnihotri, Rahul Jain, Haipeng Luo

ICML 2024poster

Online Learning in CMDPs: Handling Stochastic and Adversarial Constraints

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

ICML 2024poster

Truly No-Regret Learning in Constrained MDPs

Adrian Müller, Pragnya Alatur, Volkan Cevher et al.

ICML 2024spotlight