Policy Learning

Inverse-Q*: Token Level Reinforcement Learning for Aligning Large Language Models Without Preference Data EMNLP 2024 Is DPO Superior to PPO for LLM Alignment? A Comprehensive Study ICML 2024 Is Value Learning Really the Main Bottleneck in Offline RL? NeurIPS 2024 Iterative Preference Learning from Human Feedback: Bridging Theory and Practice for RLHF under KL-constraint ICML 2024 Iterative Regularized Policy Optimization with Imperfect Demonstrations ICML 2024 Keypoint Action Tokens Enable In-Context Imitation Learning in Robotics RSS 2024 KOI: Accelerating Online Imitation Learning via Hybrid Key-state Guidance CoRL 2024 Langevin Policy for Safe Reinforcement Learning ICML 2024 Language Agents with Reinforcement Learning for Strategic Play in the Werewolf Game ICML 2024 Language Model Adaption for Reinforcement Learning with Natural Language Action Space ACL 2024 Last-Iterate Global Convergence of Policy Gradients for Constrained Reinforcement Learning NeurIPS 2024 Latent Learning Progress Drives Autonomous Goal Selection in Human Reinforcement Learning NeurIPS 2024 Learning a Diffusion Model Policy from Rewards via Q-Score Matching ICML 2024 Learning Equilibria in Adversarial Team Markov Games: A Nonconvex-Hidden-Concave Min-Max Optimization Problem NeurIPS 2024 Learning Formal Mathematics From Intrinsic Motivation NeurIPS 2024 Learning General Parameterized Policies for Infinite Horizon Average Reward Constrained MDPs via Primal-Dual Policy Gradient Algorithm NeurIPS 2024 Learning H-Infinity Locomotion Control CoRL 2024 Learning Long-Horizon Action Dependencies in Sampling-Based Bilevel Planning CoRL 2024 Learning Optimal Advantage from Preferences and Mistaking It for Reward AAAI 2024 Learning Optimal Deterministic Policies with Stochastic Policy Gradients ICML 2024 Learning robust policies for uncertain parametric Markov decision processes L4DC 2024 Learning Safety Constraints from Demonstrations with Unknown Rewards AISTATS 2024 Learning the Optimal Policy for Balancing Short-Term and Long-Term Rewards NeurIPS 2024 Learning to Build by Building Your Own Instructions ECCV 2024 Learning to Look: Seeking Information for Decision Making via Policy Factorization CoRL 2024