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 2051–2060 of 15113 papers

Title	Date	Tasks	Status	Hype
A Consciousness-Inspired Planning Agent for Model-Based Reinforcement Learning	Jun 3, 2021	Deep Reinforcement LearningModel-based Reinforcement Learning	CodeCode Available	1
Compiler Optimization for Quantum Computing Using Reinforcement Learning	Dec 8, 2022	Compiler Optimizationreinforcement-learning	CodeCode Available	1
CompoSuite: A Compositional Reinforcement Learning Benchmark	Jul 8, 2022	reinforcement-learningReinforcement Learning	CodeCode Available	1
Benchmarking Multi-Agent Deep Reinforcement Learning Algorithms in Cooperative Tasks	Jun 14, 2020	BenchmarkingDeep Reinforcement Learning	CodeCode Available	1
Communicative Reinforcement Learning Agents for Landmark Detection in Brain Images	Aug 18, 2020	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1
Comparing Observation and Action Representations for Deep Reinforcement Learning in μRTS	Oct 26, 2019	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
An Application of Deep Reinforcement Learning to Algorithmic Trading	Apr 7, 2020	Algorithmic TradingDeep Reinforcement Learning	CodeCode Available	1
CommonPower: A Framework for Safe Data-Driven Smart Grid Control	Jun 5, 2024	Benchmarkingenergy management	CodeCode Available	1
Comparing Popular Simulation Environments in the Scope of Robotics and Reinforcement Learning	Mar 8, 2021	CPUreinforcement-learning	CodeCode Available	1
Compound AI Systems Optimization: A Survey of Methods, Challenges, and Future Directions	Jun 9, 2025	Reinforcement Learning (RL)	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