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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 1181–1190 of 15113 papers

Title	Date	Tasks	Status	Hype	Score
Energy Pricing in P2P Energy Systems Using Reinforcement Learning	Oct 24, 2022	reinforcement-learningReinforcement Learning	CodeCode Available	1	5
Evaluating Soccer Player: from Live Camera to Deep Reinforcement Learning	Jan 13, 2021	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
Autonomous Reinforcement Learning: Formalism and Benchmarking	Dec 17, 2021	Benchmarkingreinforcement-learning	CodeCode Available	1	5
BIMRL: Brain Inspired Meta Reinforcement Learning	Oct 29, 2022	Meta Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
Trust Region-Based Safe Distributional Reinforcement Learning for Multiple Constraints	Jan 26, 2023	Distributional Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
Efficient Unsupervised Sentence Compression by Fine-tuning Transformers with Reinforcement Learning	May 17, 2022	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	1	5
Efficient Risk-Averse Reinforcement Learning	May 10, 2022	Autonomous Drivingreinforcement-learning	CodeCode Available	1	5
Beyond OOD State Actions: Supported Cross-Domain Offline Reinforcement Learning	Jun 22, 2023	Data AugmentationOffline RL	CodeCode Available	1	5
Beyond Pick-and-Place: Tackling Robotic Stacking of Diverse Shapes	Oct 12, 2021	Offline RLReinforcement Learning (RL)	CodeCode Available	1	5
Autonomous Racing using a Hybrid Imitation-Reinforcement Learning Architecture	Oct 11, 2021	Autonomous RacingAutonomous Vehicles	CodeCode Available	1	5

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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