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Reinforcement Learning

1,328 papers

Papers per year

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Papers

Disentangling Length from Quality in Direct Preference Optimization ACL 2024
Improving Large Language Models via Fine-grained Reinforcement Learning with Minimum Editing Constraint ACL 2024
When to Trust LLMs: Aligning Confidence with Response Quality ACL 2024
Teaching Language Models to Self-Improve by Learning from Language Feedback ACL 2024
Unveiling the Art of Heading Design: A Harmonious Blend of Summarization, Neology, and Algorithm ACL 2024
PACE: Improving Prompt with Actor-Critic Editing for Large Language Model ACL 2024
ALaRM: Align Language Models via Hierarchical Rewards Modeling ACL 2024
DiffChat: Learning to Chat with Text-to-Image Synthesis Models for Interactive Image Creation ACL 2024
RePALM: Popular Quote Tweet Generation via Auto-Response Augmentation ACL 2024
Countering Reward Over-Optimization in LLM with Demonstration-Guided Reinforcement Learning ACL 2024
Learning to Trust Your Feelings: Leveraging Self-awareness in LLMs for Hallucination Mitigation ACL 2024
Applying RLAIF for Code Generation with API-usage in Lightweight LLMs ACL 2024
Reinforcement Learning-Driven LLM Agent for Automated Attacks on LLMs ACL 2024
Controllable Citation Sentence Generation with Language Models ACL 2024
Maximum entropy GFlowNets with soft Q-learning AISTATS 2024
Generative Flow Networks as Entropy-Regularized RL AISTATS 2024
A General Theoretical Paradigm to Understand Learning from Human Preferences AISTATS 2024
ChatScene: Knowledge-Enabled Safety-Critical Scenario Generation for Autonomous Vehicles CVPR 2024
PRDP: Proximal Reward Difference Prediction for Large-Scale Reward Finetuning of Diffusion Models CVPR 2024
Diffusion Model Alignment Using Direct Preference Optimization CVPR 2024
Learning to Control Camera Exposure via Reinforcement Learning CVPR 2024
AlignSAM: Aligning Segment Anything Model to Open Context via Reinforcement Learning CVPR 2024
Training Diffusion Models Towards Diverse Image Generation with Reinforcement Learning CVPR 2024
Rich Human Feedback for Text-to-Image Generation CVPR 2024
Hierarchical Diffusion Policy for Kinematics-Aware Multi-Task Robotic Manipulation CVPR 2024