Policy Learning

Reinforcement Learning within Tree Search for Fast Macro Placement ICML 2024 Relative Policy-Transition Optimization for Fast Policy Transfer AAAI 2024 ReLU to the Rescue: Improve Your On-Policy Actor-Critic with Positive Advantages ICML 2024 ReMax: A Simple, Effective, and Efficient Reinforcement Learning Method for Aligning Large Language Models ICML 2024 Remembering to Be Fair: Non-Markovian Fairness in Sequential Decision Making ICML 2024 Resilient Constrained Reinforcement Learning AISTATS 2024 Rethinking Decision Transformer via Hierarchical Reinforcement Learning ICML 2024 Rethinking Discount Regularization: New Interpretations, Unintended Consequences, and Solutions for Regularization in Reinforcement Learning JMLR 2024 Rethinking Inverse Reinforcement Learning: from Data Alignment to Task Alignment NeurIPS 2024 Rethinking the Role of Proxy Rewards in Language Model Alignment EMNLP 2024 Reward Engineering for Generating Semi-structured Explanation EACL 2024 Rewarding What Matters: Step-by-Step Reinforcement Learning for Task-Oriented Dialogue EMNLP 2024 Reward Modeling Requires Automatic Adjustment Based on Data Quality EMNLP 2024 Reward Model Learning vs. Direct Policy Optimization: A Comparative Analysis of Learning from Human Preferences ICML 2024 Reward-Respecting Subtasks for Model-Based Reinforcement Learning (Abstract Reprint) AAAI 2024 Reward Shaping for Reinforcement Learning with An Assistant Reward Agent ICML 2024 RICE: Breaking Through the Training Bottlenecks of Reinforcement Learning with Explanation ICML 2024 Risk-sensitive control as inference with Rényi divergence NeurIPS 2024 Risk-Sensitive Policy Optimization via Predictive CVaR Policy Gradient ICML 2024 RLVF: Learning from Verbal Feedback without Overgeneralization ICML 2024 Robust Active Measuring under Model Uncertainty AAAI 2024 Robust Black-Box Optimization for Stochastic Search and Episodic Reinforcement Learning JMLR 2024 Robust Manipulation Primitive Learning via Domain Contraction CoRL 2024 Robust Reinforcement Learning with General Utility NeurIPS 2024 RT-Sketch: Goal-Conditioned Imitation Learning from Hand-Drawn Sketches CoRL 2024