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Reinforcement Learning

1263 directly classified papers

Papers per year

Papers

Long-Term Safe Reinforcement Learning with Binary Feedback AAAI 2024
Deep Reinforcement Learning for Communication Networks AAAI 2024
ESRL: Efficient Sampling-Based Reinforcement Learning for Sequence Generation AAAI 2024
Robustness Verification of Deep Reinforcement Learning Based Control Systems Using Reward Martingales AAAI 2024
Frugal LMs Trained to Invoke Symbolic Solvers Achieve Parameter-Efficient Arithmetic Reasoning AAAI 2024
Improving Discriminative Capability of Reward Models in RLHF Using Contrastive Learning EMNLP 2024
Dialogue for Prompting: A Policy-Gradient-Based Discrete Prompt Generation for Few-Shot Learning AAAI 2024
Learning Encodings for Constructive Neural Combinatorial Optimization Needs to Regret AAAI 2024
Unpacking DPO and PPO: Disentangling Best Practices for Learning from Preference Feedback NIPS 2024
Imitating Language via Scalable Inverse Reinforcement Learning NIPS 2024
EgoGen: An Egocentric Synthetic Data Generator CVPR 2024
ReCoRe: Regularized Contrastive Representation Learning of World Model CVPR 2024
Learn How to See: Collaborative Embodied Learning for Object Detection and Camera Adjusting AAAI 2024
RL-SeqISP: Reinforcement Learning-Based Sequential Optimization for Image Signal Processing AAAI 2024
What Effects the Generalization in Visual Reinforcement Learning: Policy Consistency with Truncated Return Prediction AAAI 2024
Learning to Control Camera Exposure via Reinforcement Learning CVPR 2024
World Models for General Surgical Grasping RSS 2024
Adversarial Attacks on Federated-Learned Adaptive Bitrate Algorithms AAAI 2024
BPO: Staying Close to the Behavior LLM Creates Better Online LLM Alignment EMNLP 2024
Mitigating Open-Vocabulary Caption Hallucinations EMNLP 2024
Rich Human Feedback for Text-to-Image Generation CVPR 2024
Context-Aware Iteration Policy Network for Efficient Optical Flow Estimation AAAI 2024
ReST-MCTS*: LLM Self-Training via Process Reward Guided Tree Search NIPS 2024
Dynamic Multi-Reward Weighting for Multi-Style Controllable Generation EMNLP 2024
Stress-Testing Capability Elicitation With Password-Locked Models NIPS 2024