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 1111–1120 of 15113 papers

Title	Date	Tasks	Status	Hype
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
Consistency Models as a Rich and Efficient Policy Class for Reinforcement Learning	Sep 29, 2023	Image GenerationOffline RL	CodeCode Available	1
Continual Learning with Gated Incremental Memories for sequential data processing	Apr 8, 2020	Continual LearningReinforcement Learning	CodeCode Available	1
CoRL: Environment Creation and Management Focused on System Integration	Mar 3, 2023	Managementreinforcement-learning	CodeCode Available	1
Decoupling Strategy and Generation in Negotiation Dialogues	Aug 29, 2018	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

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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