Policy Learning

bea-jh at BEA 2025 Shared Task: Evaluating AI-powered Tutors through Pedagogically-Informed Reasoning ACL 2025 Behavior-Regularized Diffusion Policy Optimization for Offline Reinforcement Learning ICML 2025 Beyond Bradley-Terry Models: A General Preference Model for Language Model Alignment ICML 2025 Beyond-Expert Performance with Limited Demonstrations: Efficient Imitation Learning with Double Exploration ICLR 2025 Bidirectional Decoding: Improving Action Chunking via Guided Test-Time Sampling ICLR 2025 Boosting MLLM Reasoning with Text-Debiased Hint-GRPO ICCV 2025 Bootstrapped Reward Shaping AAAI 2025 BRiTE: Bootstrapping Reinforced Thinking Process to Enhance Language Model Reasoning ICML 2025 Can GRPO Boost Complex Multimodal Table Understanding? EMNLP 2025 Can RLHF be More Efficient with Imperfect Reward Models? A Policy Coverage Perspective ICML 2025 Capacity-Constrained Online Learning with Delays: Scheduling Frameworks and Regret Trade-offs COLT 2025 CaRL: Learning Scalable Planning Policies with Simple Rewards CoRL 2025 Categorical Semantics of Compositional Reinforcement Learning JMLR 2025 Causal Bandits without Graph Learning CLeaR 2025 CDP: Towards Robust Autoregressive Visuomotor Policy Learning via Causal Diffusion CoRL 2025 Client Selection for Federated Policy Optimization with Environment Heterogeneity JMLR 2025 COLLAGE: Adaptive Fusion-based Retrieval for Augmented Policy Learning CoRL 2025 Combinatorial Reinforcement Learning with Preference Feedback ICML 2025 Comparing Few to Rank Many: Active Human Preference Learning Using Randomized Frank-Wolfe Method ICML 2025 Concurrent Planning and Execution Using Dispatch-Dependent Values IJCAI 2025 Consensus Based Stochastic Optimal Control ICML 2025 Constraint-Preserving Data Generation for One-Shot Visuomotor Policy Generalization CoRL 2025 Continuously evolving rewards in an open-ended environment JMLR 2025 Contractive Dynamical Imitation Policies for Efficient Out-of-Sample Recovery ICLR 2025 Controlling Large Language Model with Latent Action ICML 2025