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 1051–1060 of 15113 papers

Title	Date	Tasks	Status	Hype
Concise Reasoning via Reinforcement Learning	Apr 7, 2025	reinforcement-learningReinforcement Learning	CodeCode Available	1
Confidence Estimation Transformer for Long-term Renewable Energy Forecasting in Reinforcement Learning-based Power Grid Dispatching	Apr 10, 2022	reinforcement-learningReinforcement Learning	CodeCode Available	1
ADLight: A Universal Approach of Traffic Signal Control with Augmented Data Using Reinforcement Learning	Oct 24, 2022	Data Augmentationreinforcement-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
Computational Performance of Deep Reinforcement Learning to find Nash Equilibria	Apr 26, 2021	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
Compile Scene Graphs with Reinforcement Learning	Apr 18, 2025	reinforcement-learningReinforcement Learning	CodeCode Available	1
Compiler Optimization for Quantum Computing Using Reinforcement Learning	Dec 8, 2022	Compiler Optimizationreinforcement-learning	CodeCode Available	1
Compositional Reinforcement Learning from Logical Specifications	Jun 25, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
Comparing Popular Simulation Environments in the Scope of Robotics and Reinforcement Learning	Mar 8, 2021	CPUreinforcement-learning	CodeCode Available	1
RELIEF: Reinforcement Learning Empowered Graph Feature Prompt Tuning	Aug 6, 2024	Combinatorial OptimizationGraph Neural Network	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