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 1081–1090 of 15113 papers

Title	Date	Tasks	Status	Hype
Constraint-Guided Reinforcement Learning: Augmenting the Agent-Environment-Interaction	Apr 24, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
Connecting Deep-Reinforcement-Learning-based Obstacle Avoidance with Conventional Global Planners using Waypoint Generators	Apr 8, 2021	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
ConfuciuX: Autonomous Hardware Resource Assignment for DNN Accelerators using Reinforcement Learning	Sep 4, 2020	Bayesian Optimizationreinforcement-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
Conservative and Adaptive Penalty for Model-Based Safe Reinforcement Learning	Dec 14, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
Computational Performance of Deep Reinforcement Learning to find Nash Equilibria	Apr 26, 2021	Deep Reinforcement Learningreinforcement-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
Concise Reasoning via Reinforcement Learning	Apr 7, 2025	reinforcement-learningReinforcement Learning	CodeCode Available	1
Compositional Reinforcement Learning from Logical Specifications	Jun 25, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
Compile Scene Graphs with Reinforcement Learning	Apr 18, 2025	reinforcement-learningReinforcement Learning	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