Reinforcement Learning

A Reduction Framework for Distributionally Robust Reinforcement Learning under Average Reward ICML 2025 A Reductions Approach to Risk-Sensitive Reinforcement Learning with Optimized Certainty Equivalents ICML 2025 Are Expressive Models Truly Necessary for Offline RL? AAAI 2025 A Reinforcement Learning Framework for Cross-Lingual Stance Detection Using Chain-of-Thought Alignment ACL 2025 ARS: Adaptive Reward Scaling for Multi-Task Reinforcement Learning ICML 2025 ArticuBot: Learning Universal Articulated Object Manipulation Policy via Large Scale Simulation RSS 2025 A Safe Bayesian Learning Algorithm for Constrained MDPs with Bounded Constraint Violation AISTATS 2025 A Safe Exploration Approach to Constrained Markov Decision Processes AISTATS 2025 A Sharper Global Convergence Analysis for Average Reward Reinforcement Learning via an Actor-Critic Approach ICML 2025 A Single Goal is All You Need: Skills and Exploration Emerge from Contrastive RL without Rewards, Demonstrations, or Subgoals ICLR 2025 ASP-Driven Emergency Planning for Norm Violations in Reinforcement Learning AAAI 2025 Assembloid Agency: Unreal Engine API for brain-on-a-chip platforms NeurIPS 2025 Assess and Prompt: A Generative RL Framework for Improving Engagement in Online Mental Health Communities EMNLP 2025 AssistanceZero: Scalably Solving Assistance Games ICML 2025 ASTRO: Automatic Strategy Optimization For Non-Cooperative Dialogues ACL 2025 Asymptotic Extinction in Large Coordination Games AAAI 2025 Asynchronous Credit Assignment for Multi-Agent Reinforcement Learning IJCAI 2025 Asynchronous Federated Reinforcement Learning with Policy Gradient Updates: Algorithm Design and Convergence Analysis ICLR 2025 A Theoretical Study of (Hyper) Self-Attention through the Lens of Interactions: Representation, Training, Generalization ICML 2025 ATK: Automatic Task-driven Keypoint Selection for Robust Policy Learning CoRL 2025 AToM: Aligning Text-to-Motion Model at Event-Level with GPT-4Vision Reward CVPR 2025 Augmented Lagrangian Risk-constrained Reinforcement Learning for Portfolio Optimization (Student Abstract) AAAI 2025 Augmenting Online RL with Offline Data is All You Need: A Unified Hybrid RL Algorithm Design and Analysis UAI 2025 A Unified Analysis of Nonstochastic Delayed Feedback for Combinatorial Semi-Bandits, Linear Bandits, and MDPs JMLR 2025 A Unified and General Humanoid Whole-Body Controller for Fine-Grained Locomotion RSS 2025