Reinforcement Learning

Rethinking Discount Regularization: New Interpretations, Unintended Consequences, and Solutions for Regularization in Reinforcement Learning JMLR 2024 Rethinking the Role of Proxy Rewards in Language Model Alignment EMNLP 2024 Retrospex: Language Agent Meets Offline Reinforcement Learning Critic EMNLP 2024 Revisiting Data Augmentation in Deep Reinforcement Learning ICLR 2024 Reward Certification for Policy Smoothed Reinforcement Learning AAAI 2024 Reward Modeling Requires Automatic Adjustment Based on Data Quality EMNLP 2024 Rich Human Feedback for Text-to-Image Generation CVPR 2024 RL-GPT: Integrating Reinforcement Learning and Code-as-policy NeurIPS 2024 RL-SeqISP: Reinforcement Learning-Based Sequential Optimization for Image Signal Processing AAAI 2024 RLtools: A Fast, Portable Deep Reinforcement Learning Library for Continuous Control JMLR 2024 Robust Communicative Multi-Agent Reinforcement Learning with Active Defense AAAI 2024 Robustness Verification of Deep Reinforcement Learning Based Control Systems Using Reward Martingales AAAI 2024 Sample Complexity of Neural Policy Mirror Descent for Policy Optimization on Low-Dimensional Manifolds JMLR 2024 Self-Training with Direct Preference Optimization Improves Chain-of-Thought Reasoning ACL 2024 Semi-Supervised Reward Modeling via Iterative Self-Training EMNLP 2024 Sing it, Narrate it: Quality Musical Lyrics Translation EMNLP 2024 Situation-Dependent Causal Influence-Based Cooperative Multi-Agent Reinforcement Learning AAAI 2024 SleeperNets: Universal Backdoor Poisoning Attacks Against Reinforcement Learning Agents NeurIPS 2024 SocialBench: Sociality Evaluation of Role-Playing Conversational Agents ACL 2024 Solving Minimum-Cost Reach Avoid using Reinforcement Learning NeurIPS 2024 StablePrompt : Automatic Prompt Tuning using Reinforcement Learning for Large Language Model EMNLP 2024 Stress-Testing Capability Elicitation With Password-Locked Models NeurIPS 2024 TAPE: Leveraging Agent Topology for Cooperative Multi-Agent Policy Gradient AAAI 2024 Teaching Language Models to Self-Improve by Learning from Language Feedback ACL 2024 Text2Chart31: Instruction Tuning for Chart Generation with Automatic Feedback EMNLP 2024