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
Adversarial Cheap Talk	Nov 20, 2022	Meta-LearningReinforcement Learning (RL)	CodeCode Available	3	5
Demystifying Long Chain-of-Thought Reasoning in LLMs	Feb 5, 2025	Reinforcement 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
Cognitive Behaviors that Enable Self-Improving Reasoners, or, Four Habits of Highly Effective STaRs	Mar 3, 2025	Reinforcement Learning (RL)	CodeCode Available	3	5
A Clean Slate for Offline Reinforcement Learning	Apr 15, 2025	Offline RLreinforcement-learning	CodeCode Available	3	5
Learning to Reason under Off-Policy Guidance	Apr 21, 2025	MathReinforcement Learning (RL)	CodeCode Available	3	5
Learning Bipedal Walking for Humanoids with Current Feedback	Mar 7, 2023	Deep Reinforcement LearningReinforcement Learning (RL)	CodeCode Available	3	5
DeepMath-103K: A Large-Scale, Challenging, Decontaminated, and Verifiable Mathematical Dataset for Advancing Reasoning	Apr 15, 2025	Mathematical ReasoningReinforcement Learning (RL)	CodeCode Available	3	5
Learning Bipedal Walking On Planned Footsteps For Humanoid Robots	Jul 26, 2022	Deep Reinforcement LearningMuJoCo	CodeCode Available	3	5
On the Use and Misuse of Absorbing States in Multi-agent Reinforcement Learning	Nov 10, 2021	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	3	5
imitation: Clean Imitation Learning Implementations	Nov 22, 2022	Imitation Learningreinforcement-learning	CodeCode Available	3	5
ACEGEN: Reinforcement learning of generative chemical agents for drug discovery	May 7, 2024	BenchmarkingDecision Making	CodeCode Available	3	5
Is Value Learning Really the Main Bottleneck in Offline RL?	Jun 13, 2024	Imitation LearningOffline RL	CodeCode Available	3	5
Reinforcement Learning Outperforms Supervised Fine-Tuning: A Case Study on Audio Question Answering	Mar 14, 2025	Audio Question AnsweringQuestion Answering	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
Generating Synergistic Formulaic Alpha Collections via Reinforcement Learning	May 25, 2023	reinforcement-learningReinforcement 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
Automatic Intrinsic Reward Shaping for Exploration in Deep Reinforcement Learning	Jan 26, 2023	BenchmarkingDeep Reinforcement Learning	CodeCode Available	3	5
Flow Q-Learning	Feb 4, 2025	Action GenerationD4RL	CodeCode Available	3	5
General-Reasoner: Advancing LLM Reasoning Across All Domains	May 20, 2025	AllMath	CodeCode Available	3	5
Fine-Tuning Language Models from Human Preferences	Sep 18, 2019	DescriptiveLanguage Modelling	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
Arctic-Text2SQL-R1: Simple Rewards, Strong Reasoning in Text-to-SQL	May 22, 2025	Natural Language UnderstandingReinforcement Learning (RL)	CodeCode Available	3	5
Test-Time Training Scaling Laws for Chemical Exploration in Drug Design	Jan 31, 2025	Drug DesignDrug Discovery	CodeCode Available	3	5
ExTrans: Multilingual Deep Reasoning Translation via Exemplar-Enhanced Reinforcement Learning	May 19, 2025	Machine Translationreinforcement-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