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Reinforcement Learning

1263 directly classified papers

Papers per year

Papers

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
Dialogue for Prompting: A Policy-Gradient-Based Discrete Prompt Generation for Few-Shot Learning AAAI 2024
Sample Complexity of Neural Policy Mirror Descent for Policy Optimization on Low-Dimensional Manifolds JMLR 2024
Learning Encodings for Constructive Neural Combinatorial Optimization Needs to Regret AAAI 2024
Back to Basics: Revisiting REINFORCE-Style Optimization for Learning from Human Feedback in LLMs ACL 2024
CodeAgent: Enhancing Code Generation with Tool-Integrated Agent Systems for Real-World Repo-level Coding Challenges ACL 2024
Context-Aware Iteration Policy Network for Efficient Optical Flow Estimation AAAI 2024
Adversarial Attacks on Federated-Learned Adaptive Bitrate Algorithms AAAI 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
Training Diffusion Models Towards Diverse Image Generation with Reinforcement Learning CVPR 2024
Hierarchical Diffusion Policy for Kinematics-Aware Multi-Task Robotic Manipulation CVPR 2024
Aligning Large Language Models via Fine-grained Supervision ACL 2024
Deep Reinforcement Learning for Communication Networks AAAI 2024
Teaching Language Models to Self-Improve by Learning from Language Feedback ACL 2024
Diffusion for World Modeling: Visual Details Matter in Atari NIPS 2024
What Effects the Generalization in Visual Reinforcement Learning: Policy Consistency with Truncated Return Prediction AAAI 2024
Pure-Past Action Masking AAAI 2024
GarmentLab: A Unified Simulation and Benchmark for Garment Manipulation NIPS 2024
Instance-aware Exploration-Verification-Exploitation for Instance ImageGoal Navigation CVPR 2024
Policy-shaped prediction: avoiding distractions in model-based reinforcement learning NIPS 2024
Dynamic Policy-Driven Adaptive Multi-Instance Learning for Whole Slide Image Classification CVPR 2024
InstructVideo: Instructing Video Diffusion Models with Human Feedback CVPR 2024
Constrained Latent Action Policies for Model-Based Offline Reinforcement Learning NIPS 2024