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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 1601–1610 of 15113 papers

Title	Date	Tasks	Status	Hype
Intelligent Electric Vehicle Charging Recommendation Based on Multi-Agent Reinforcement Learning	Feb 15, 2021	Deep Reinforcement LearningMulti-agent Reinforcement Learning	CodeCode Available	1
LTL2Action: Generalizing LTL Instructions for Multi-Task RL	Feb 13, 2021	Deep Reinforcement LearningDiversity	CodeCode Available	1
Scalable Bayesian Inverse Reinforcement Learning	Feb 12, 2021	Bayesian InferenceImitation Learning	CodeCode Available	1
Multi-Task Reinforcement Learning with Context-based Representations	Feb 11, 2021	Multi-Task Learningreinforcement-learning	CodeCode Available	1
Improving Model-Based Reinforcement Learning with Internal State Representations through Self-Supervision	Feb 10, 2021	Board GamesModel-based Reinforcement Learning	CodeCode Available	1
Risk-Averse Offline Reinforcement Learning	Feb 10, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
Domain Adaptation In Reinforcement Learning Via Latent Unified State Representation	Feb 10, 2021	Autonomous DrivingDeep Reinforcement Learning	CodeCode Available	1
Reverb: A Framework For Experience Replay	Feb 9, 2021	Reinforcement Learning (RL)	CodeCode Available	1
Continuous-Time Model-Based Reinforcement Learning	Feb 9, 2021	modelModel-based Reinforcement Learning	CodeCode Available	1
rl_reach: Reproducible Reinforcement Learning Experiments for Robotic Reaching Tasks	Feb 9, 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