Reinforcement Learning

A Unified Theoretical Analysis of Private and Robust Offline Alignment: from RLHF to DPO ICML 2025 A Unifying Framework for Action-Conditional Self-Predictive Reinforcement Learning AISTATS 2025 AUTOCIRCUIT-RL: Reinforcement Learning-Driven LLM for Automated Circuit Topology Generation ICML 2025 AutoEval: Autonomous Evaluation of Generalist Robot Manipulation Policies in the Real World CoRL 2025 Automated Proof of Polynomial Inequalities via Reinforcement Learning CVPR 2025 Automatic Reward Shaping from Confounded Offline Data ICML 2025 Autonomous Goal Detection and Cessation in Reinforcement Learning: A Case Study on Source Term Estimation AAAI 2025 Auto-Weighted Group Relative Preference Optimization for Multi-Objective Text Generation Tasks EMNLP 2025 Avoiding Catastrophe in Online Learning by Asking for Help ICML 2025 Back to Base: Towards Hands-Off Learning via Safe Resets with Reach-Avoid Safety Filters L4DC 2025 Batch Ensemble for Variance Dependent Regret in Stochastic Bandits AAAI 2025 Battling against Tough Resister: Strategy Planning with Adversarial Game for Non-collaborative Dialogues ACL 2025 Bayesian Off-Policy Evaluation and Learning for Large Action Spaces AISTATS 2025 bea-jh at BEA 2025 Shared Task: Evaluating AI-powered Tutors through Pedagogically-Informed Reasoning ACL 2025 BeamDojo: Learning Agile Humanoid Locomotion on Sparse Footholds RSS 2025 Behavior-agnostic Task Inference for Robust Offline In-context Reinforcement Learning ICML 2025 Behavioral Entropy-Guided Dataset Generation for Offline Reinforcement Learning ICLR 2025 Behavioral Exploration: Learning to Explore via In-Context Adaptation ICML 2025 Behavior-Regularized Diffusion Policy Optimization for Offline Reinforcement Learning ICML 2025 Behaviour Preference Regression for Offline Reinforcement Learning AAAI 2025 Bellman Unbiasedness: Toward Provably Efficient Distributional Reinforcement Learning with General Value Function Approximation ICML 2025 Benchmarking Quantum Reinforcement Learning ICML 2025 Best of Both Worlds: Regret Minimization versus Minimax Play ICML 2025 Best Possible Q-Learning UAI 2025 Beyond Bradley-Terry Models: A General Preference Model for Language Model Alignment ICML 2025