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 101–125 of 15113 papers

Title	Date	Tasks	Status	Hype	Score
Cognitive Behaviors that Enable Self-Improving Reasoners, or, Four Habits of Highly Effective STaRs	Mar 3, 2025	Reinforcement Learning (RL)	CodeCode Available	3	5
MARLlib: A Scalable and Efficient Multi-agent Reinforcement Learning Library	Oct 11, 2022	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	3	5
Adversarial Cheap Talk	Nov 20, 2022	Meta-LearningReinforcement Learning (RL)	CodeCode Available	3	5
CleanRL: High-quality Single-file Implementations of Deep Reinforcement Learning Algorithms	Nov 16, 2021	BenchmarkingDeep Reinforcement Learning	CodeCode Available	3	5
Deep Reinforcement Learning	Oct 15, 2018	Deep Reinforcement LearningManagement	CodeCode Available	3	5
CLoSD: Closing the Loop between Simulation and Diffusion for multi-task character control	Oct 4, 2024	Motion GenerationReinforcement Learning (RL)	CodeCode Available	3	5
Learning to Reason under Off-Policy Guidance	Apr 21, 2025	MathReinforcement Learning (RL)	CodeCode Available	3	5
Mastering the Game of No-Press Diplomacy via Human-Regularized Reinforcement Learning and Planning	Oct 11, 2022	reinforcement-learningReinforcement Learning	CodeCode Available	3	5
OpenSpiel: A Framework for Reinforcement Learning in Games	Aug 26, 2019	General Reinforcement Learningreinforcement-learning	CodeCode Available	3	5
Rainbow: Combining Improvements in Deep Reinforcement Learning	Oct 6, 2017	Atari GamesDeep Reinforcement Learning	CodeCode Available	3	5
ACEGEN: Reinforcement learning of generative chemical agents for drug discovery	May 7, 2024	BenchmarkingDecision Making	CodeCode Available	3	5
Bridging Evolutionary Algorithms and Reinforcement Learning: A Comprehensive Survey on Hybrid Algorithms	Jan 22, 2024	Evolutionary Algorithmsreinforcement-learning	CodeCode Available	3	5
Is Value Learning Really the Main Bottleneck in Offline RL?	Jun 13, 2024	Imitation LearningOffline RL	CodeCode Available	3	5
imitation: Clean Imitation Learning Implementations	Nov 22, 2022	Imitation Learningreinforcement-learning	CodeCode Available	3	5
CarDreamer: Open-Source Learning Platform for World Model based Autonomous Driving	May 15, 2024	Autonomous DrivingAutonomous Vehicles	CodeCode Available	3	5
Automatic Intrinsic Reward Shaping for Exploration in Deep Reinforcement Learning	Jan 26, 2023	BenchmarkingDeep Reinforcement Learning	CodeCode Available	3	5
Graph-Reward-SQL: Execution-Free Reinforcement Learning for Text-to-SQL via Graph Matching and Stepwise Reward	May 18, 2025	GPUGraph Matching	CodeCode Available	3	5
Learning Bipedal Walking for Humanoids with Current Feedback	Mar 7, 2023	Deep Reinforcement LearningReinforcement Learning (RL)	CodeCode Available	3	5
Flow Q-Learning	Feb 4, 2025	Action GenerationD4RL	CodeCode Available	3	5
FinRL: A Deep Reinforcement Learning Library for Automated Stock Trading in Quantitative Finance	Nov 19, 2020	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	3	5
General-Reasoner: Advancing LLM Reasoning Across All Domains	May 20, 2025	AllMath	CodeCode Available	3	5
ArCHer: Training Language Model Agents via Hierarchical Multi-Turn RL	Feb 29, 2024	Language ModelingLanguage Modelling	CodeCode Available	3	5
A Clean Slate for Offline Reinforcement Learning	Apr 15, 2025	Offline RLreinforcement-learning	CodeCode Available	3	5
ExTrans: Multilingual Deep Reasoning Translation via Exemplar-Enhanced Reinforcement Learning	May 19, 2025	Machine Translationreinforcement-learning	CodeCode Available	3	5
Accelerating Goal-Conditioned RL Algorithms and Research	Aug 20, 2024	GPUreinforcement-learning	CodeCode Available	3	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