Reinforcement Learning (RL)

Reinforcement Learning (RL) involves training an agent to take actions in an environment to maximize a cumulative reward signal. The agent interacts with the environment and learns by receiving feedback in the form of rewards or punishments for its actions. The goal of reinforcement learning is to find the optimal policy or decision-making strategy that maximizes the long-term reward.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 931–940 of 15113 papers

Title	Date	Tasks	Status	Hype	Score
Harnessing Discrete Representations For Continual Reinforcement Learning	Dec 2, 2023	reinforcement-learningReinforcement Learning	CodeCode Available	1	5
A Meta-Reinforcement Learning Algorithm for Causal Discovery	Jul 18, 2022	Causal DiscoveryMeta Reinforcement Learning	CodeCode Available	1	5
CoRL: Environment Creation and Management Focused on System Integration	Mar 3, 2023	Managementreinforcement-learning	CodeCode Available	1	5
Co-Reinforcement Learning for Unified Multimodal Understanding and Generation	May 23, 2025	Image Generationreinforcement-learning	CodeCode Available	1	5
Distilling Reinforcement Learning Tricks for Video Games	Jul 1, 2021	Q-Learningreinforcement-learning	CodeCode Available	1	5
Correlation-aware Cooperative Multigroup Broadcast 360° Video Delivery Network: A Hierarchical Deep Reinforcement Learning Approach	Oct 21, 2020	Deep Reinforcement LearningReinforcement Learning (RL)	CodeCode Available	1	5
Option-Aware Adversarial Inverse Reinforcement Learning for Robotic Control	Oct 5, 2022	Imitation LearningMulti-Task Learning	CodeCode Available	1	5
Accelerating Exploration with Unlabeled Prior Data	Nov 9, 2023	Reinforcement Learning (RL)	CodeCode Available	1	5
Distilling Reinforcement Learning Algorithms for In-Context Model-Based Planning	Feb 26, 2025	In-Context Reinforcement LearningReinforcement Learning (RL)	CodeCode Available	1	5
Distinctive Image Captioning: Leveraging Ground Truth Captions in CLIP Guided Reinforcement Learning	Feb 21, 2024	Cross-Modal RetrievalImage Captioning	CodeCode Available	1	5

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	PPG	Mean Normalized Performance	0.76	—	Unverified
2	PPO	Mean Normalized Performance	0.58	—	Unverified