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 1271–1280 of 15113 papers

Title	Date	Tasks	Status	Hype	Score
Making Offline RL Online: Collaborative World Models for Offline Visual Reinforcement Learning	May 24, 2023	Offline RLReinforcement Learning (RL)	CodeCode Available	1	5
Approximating Gradients for Differentiable Quality Diversity in Reinforcement Learning	Feb 8, 2022	Diversityreinforcement-learning	CodeCode Available	1	5
Graph Convolutional Value Decomposition in Multi-Agent Reinforcement Learning	Oct 9, 2020	Deep Reinforcement LearningMulti-agent Reinforcement Learning	CodeCode Available	1	5
Collective eXplainable AI: Explaining Cooperative Strategies and Agent Contribution in Multiagent Reinforcement Learning with Shapley Values	Oct 4, 2021	Decision MakingDeep Reinforcement Learning	CodeCode Available	1	5
Advantage-Weighted Regression: Simple and Scalable Off-Policy Reinforcement Learning	Oct 1, 2019	continuous-controlContinuous Control	CodeCode Available	1	5
Collision Probability Distribution Estimation via Temporal Difference Learning	Jul 29, 2024	AI AgentAutonomous Driving	CodeCode Available	1	5
Combinatorial Optimization with Policy Adaptation using Latent Space Search	Nov 13, 2023	BenchmarkingCombinatorial Optimization	CodeCode Available	1	5
A Practical Two-Stage Recipe for Mathematical LLMs: Maximizing Accuracy with SFT and Efficiency with Reinforcement Learning	Jul 11, 2025	MathMathematical Reasoning	CodeCode Available	1	5
Autonomous Racing using a Hybrid Imitation-Reinforcement Learning Architecture	Oct 11, 2021	Autonomous RacingAutonomous Vehicles	CodeCode Available	1	5
Enhancing data efficiency in reinforcement learning: a novel imagination mechanism based on mesh information propagation	Sep 25, 2023	Reinforcement Learning (RL)	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