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 1431–1440 of 15113 papers

Title	Date	Tasks	Status	Hype
Combining Semantic Guidance and Deep Reinforcement Learning For Generating Human Level Paintings	Nov 25, 2020	Deep Reinforcement LearningModel-based Reinforcement Learning	CodeCode Available	1
Compile Scene Graphs with Reinforcement Learning	Apr 18, 2025	reinforcement-learningReinforcement Learning	CodeCode Available	1
HiMAP: Learning Heuristics-Informed Policies for Large-Scale Multi-Agent Pathfinding	Feb 23, 2024	Imitation LearningReinforcement Learning (RL)	CodeCode Available	1
Hindsight Experience Replay	Jul 5, 2017	Reinforcement LearningReinforcement Learning (RL)	CodeCode Available	1
Conservative and Adaptive Penalty for Model-Based Safe Reinforcement Learning	Dec 14, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
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
Hoplite: Efficient and Fault-Tolerant Collective Communication for Task-Based Distributed Systems	Feb 13, 2020	Distributed Computingreinforcement-learning	CodeCode Available	1
How Can LLM Guide RL? A Value-Based Approach	Feb 25, 2024	Decision MakingReinforcement Learning (RL)	CodeCode Available	1
A Deep Reinforcement Learning Algorithm Using Dynamic Attention Model for Vehicle Routing Problems	Feb 9, 2020	Combinatorial OptimizationDecoder	CodeCode Available	1
Collision Probability Distribution Estimation via Temporal Difference Learning	Jul 29, 2024	AI AgentAutonomous Driving	CodeCode Available	1

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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