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 731–740 of 15113 papers

Title	Date	Tasks	Status	Hype	Score
Actor-Critic Reinforcement Learning for Control with Stability Guarantee	Apr 29, 2020	Motion Planningreinforcement-learning	CodeCode Available	1	5
A game-theoretic analysis of networked system control for common-pool resource management using multi-agent reinforcement learning	Oct 15, 2020	ManagementMulti-agent Reinforcement Learning	CodeCode Available	1	5
A Game-Theoretic Approach to Multi-Agent Trust Region Optimization	Jun 12, 2021	Atari GamesMuJoCo	CodeCode Available	1	5
Batch Exploration with Examples for Scalable Robotic Reinforcement Learning	Oct 22, 2020	Offline RLreinforcement-learning	CodeCode Available	1	5
BEAR: Physics-Principled Building Environment for Control and Reinforcement Learning	Nov 27, 2022	energy managementManagement	CodeCode Available	1	5
Bayesian Generational Population-Based Training	Jul 19, 2022	Bayesian OptimizationReinforcement 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
Distilling Reinforcement Learning Tricks for Video Games	Jul 1, 2021	Q-Learningreinforcement-learning	CodeCode Available	1	5
Age-Based Scheduling for Mobile Edge Computing: A Deep Reinforcement Learning Approach	Dec 1, 2023	Deep Reinforcement LearningEdge-computing	CodeCode Available	1	5
Deep Reinforcement Learning for Solving the Heterogeneous Capacitated Vehicle Routing Problem	Oct 6, 2021	DecoderDeep Reinforcement Learning	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