Reinforcement Learning

The Accuracy Paradox in RLHF: When Better Reward Models Don’t Yield Better Language Models EMNLP 2024 The Dormant Neuron Phenomenon in Multi-Agent Reinforcement Learning Value Factorization NeurIPS 2024 The Edge-of-Reach Problem in Offline Model-Based Reinforcement Learning NeurIPS 2024 The Value of Reward Lookahead in Reinforcement Learning NeurIPS 2024 Thin-Shell Object Manipulations With Differentiable Physics Simulations ICLR 2024 Tight Rates for Bandit Control Beyond Quadratics NeurIPS 2024 Time-Efficient Reinforcement Learning with Stochastic Stateful Policies ICLR 2024 ToolPlanner: A Tool Augmented LLM for Multi Granularity Instructions with Path Planning and Feedback EMNLP 2024 TorchRL: A data-driven decision-making library for PyTorch ICLR 2024 Toward Self-Improvement of LLMs via Imagination, Searching, and Criticizing NeurIPS 2024 Towards Pareto-Efficient RLHF: Paying Attention to a Few High-Reward Samples with Reward Dropout EMNLP 2024 Training Diffusion Models Towards Diverse Image Generation with Reinforcement Learning CVPR 2024 Training Language Models to Generate Text with Citations via Fine-grained Rewards ACL 2024 Transformers as Decision Makers: Provable In-Context Reinforcement Learning via Supervised Pretraining ICLR 2024 Trial and Error: Exploration-Based Trajectory Optimization of LLM Agents ACL 2024 Two-Stage Evolutionary Reinforcement Learning for Enhancing Exploration and Exploitation AAAI 2024 Unpacking DPO and PPO: Disentangling Best Practices for Learning from Preference Feedback NeurIPS 2024 Unveiling the Art of Heading Design: A Harmonious Blend of Summarization, Neology, and Algorithm ACL 2024 Weak Reward Model Transforms Generative Models into Robust Causal Event Extraction Systems EMNLP 2024 What Effects the Generalization in Visual Reinforcement Learning: Policy Consistency with Truncated Return Prediction AAAI 2024 When LLM Meets DRL: Advancing Jailbreaking Efficiency via DRL-guided Search NeurIPS 2024 When should we prefer Decision Transformers for Offline Reinforcement Learning? ICLR 2024 When to Trust LLMs: Aligning Confidence with Response Quality ACL 2024 World Models for General Surgical Grasping RSS 2024 XLand-MiniGrid: Scalable Meta-Reinforcement Learning Environments in JAX NeurIPS 2024