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1. Multi-agent imitation learning with function approximation: Linear Markov games and beyond
   arXiv.org2026-02-26alphaXiv arXiv S2
2. Aligning Language Models from User Interactions
   arXiv.org2026-02-18alphaXiv arXiv S2
3. MAVRL: Learning Reward Functions from Multiple Feedback Types with Amortized Variational Inference
   arXiv.org2026-02-16alphaXiv arXiv S2
4. Optimal Sample Complexity for Single Time-Scale Actor-Critic with Momentum
   arXiv.org2026-02-02alphaXiv arXiv S2
5. From Words To Rewards: Leveraging Natural Language For Reinforcement Learning
   Trans. Mach. Learn. Res.2026S2
6. Rate optimal learning of equilibria from data
   arXiv.org2025-10-10alphaXiv arXiv S2
7. Fine-tuning Behavioral Cloning Policies with Preference-Based Reinforcement Learning
   arXiv.org2025-09-30alphaXiv arXiv S2
8. Learning Acrobatic Flight from Preferences
   2025-08-26alphaXiv arXiv S2
9. Corrupted by Reasoning: Reasoning Language Models Become Free-Riders in Public Goods Games
   arXiv.org2025-06-29alphaXiv arXiv S2
10. Policy Gradient with Tree Search: Avoiding Local Optimas through Lookahead
    arXiv.org2025-06-08alphaXiv arXiv S2
11. Learning Equilibria from Data: Provably Efficient Multi-Agent Imitation Learning
    Neural Information Processing Systems2025-05-23alphaXiv arXiv S2
12. Clustered KL-barycenter design for policy evaluation
    arXiv.org2025-03-04alphaXiv arXiv S2
13. Dual Formulation for Non-Rectangular Lp Robust Markov Decision Processes
    arXiv.org2025-02-13alphaXiv arXiv S2
14. Non-rectangular Robust MDPs with Normed Uncertainty Sets
    Neural Information Processing Systems2025S2
15. On Feasible Rewards in Multi-Agent Inverse Reinforcement Learning
    Neural Information Processing Systems2024-11-22alphaXiv arXiv S2
16. Learning Collusion in Episodic, Inventory-Constrained Markets
    Adaptive Agents and Multi-Agent Systems2024-10-24alphaXiv arXiv S2
17. On the Convergence of Single-Timescale Actor-Critic
    Advances in Neural Information Processing Systems 382024-10-11alphaXiv arXiv S2
18. Reinforcement Learning from Human Text Feedback: Learning a Reward Model from Human Text Input
    S2
19. HIP-RL: Hallucinated Inputs for Preference-based Reinforcement Learning in Continuous Domains
    S2
20. On Imitation in Mean-field Games
    S2