NEURIPS 2025 "regret bound analysis" Papers

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Efficient and Near-Optimal Algorithm for Contextual Dueling Bandits with Offline Regression Oracles

Aadirupa Saha, Robert Schapire

NEURIPS 2025poster

Learning Personalized Ad Impact via Contextual Reinforcement Learning under Delayed Rewards

Yuwei Cheng, Zifeng Zhao, Haifeng Xu

NEURIPS 2025posterarXiv:2510.20055

Parameter-free Algorithms for the Stochastically Extended Adversarial Model

Shuche Wang, Adarsh Barik, Peng Zhao et al.

NEURIPS 2025posterarXiv:2510.04685

Spectral Learning for Infinite-Horizon Average-Reward POMDPs

Alessio Russo, Alberto Maria Metelli, Marcello Restelli

NEURIPS 2025poster