2024 Poster "function approximation" Papers

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ACPO: A Policy Optimization Algorithm for Average MDPs with Constraints

Akhil Agnihotri, Rahul Jain, Haipeng Luo

ICML 2024posterarXiv:2302.00808

Characterizing ResNet's Universal Approximation Capability

Chenghao Liu, Enming Liang, Minghua Chen

ICML 2024poster

Imitation Learning in Discounted Linear MDPs without exploration assumptions

Luca Viano, EFSTRATIOS PANTELEIMON SKOULAKIS, Volkan Cevher

ICML 2024posterarXiv:2405.02181

Model-Based RL for Mean-Field Games is not Statistically Harder than Single-Agent RL

Jiawei Huang, Niao He, Andreas Krause

ICML 2024posterarXiv:2402.05724

Near-Optimal Regret in Linear MDPs with Aggregate Bandit Feedback

Asaf Cassel, Haipeng Luo, Aviv Rosenberg et al.

ICML 2024posterarXiv:2405.07637

On The Statistical Complexity of Offline Decision-Making

Thanh Nguyen-Tang, Raman Arora

ICML 2024posterarXiv:2501.06339