Reinforcement Learning

RePALM: Popular Quote Tweet Generation via Auto-Response Augmentation ACL 2024 Representation-Based Robustness in Goal-Conditioned Reinforcement Learning AAAI 2024 Residual learning and context encoding for adaptive offline-to-online reinforcement learning L4DC 2024 Resilient Constrained Reinforcement Learning AISTATS 2024 ReST-MCTS*: LLM Self-Training via Process Reward Guided Tree Search NeurIPS 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 Exploration in Reinforcement Learning with Effective Metric-Based Exploration Bonus NeurIPS 2024 Rethinking Inverse Reinforcement Learning: from Data Alignment to Task Alignment NeurIPS 2024 Rethinking Model-based, Policy-based, and Value-based Reinforcement Learning via the Lens of Representation Complexity NeurIPS 2024 Rethinking Optimal Transport in Offline Reinforcement Learning NeurIPS 2024 Rethinking Robustness Assessment: Adversarial Attacks on Learning-based Quadrupedal Locomotion Controllers RSS 2024 Rethinking the Role of Proxy Rewards in Language Model Alignment EMNLP 2024 Rethinking Transformers in Solving POMDPs ICML 2024 Retrospex: Language Agent Meets Offline Reinforcement Learning Critic EMNLP 2024 REValueD: Regularised Ensemble Value-Decomposition for Factorisable Markov Decision Processes ICLR 2024 Reverse Forward Curriculum Learning for Extreme Sample and Demo Efficiency ICLR 2024 Revisiting Data Augmentation in Deep Reinforcement Learning ICLR 2024 Revisiting Scalable Hessian Diagonal Approximations for Applications in Reinforcement Learning ICML 2024 Reward Certification for Policy Smoothed Reinforcement Learning AAAI 2024 Reward-Consistent Dynamics Models are Strongly Generalizable for Offline Reinforcement Learning ICLR 2024 Reward Engineering for Generating Semi-structured Explanation EACL 2024 Reward-Free Curricula for Training Robust World Models ICLR 2024 Rewarding What Matters: Step-by-Step Reinforcement Learning for Task-Oriented Dialogue EMNLP 2024 Reward Machines for Deep RL in Noisy and Uncertain Environments NeurIPS 2024