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 1741–1750 of 15113 papers

Title	Date	Tasks	Status	Hype	Score
Evaluating Long-Term Memory in 3D Mazes	Oct 24, 2022	Navigatereinforcement-learning	CodeCode Available	1	5
BCORLE(): An Offline Reinforcement Learning and Evaluation Framework for Coupons Allocation in E-commerce Market	Dec 1, 2021	Off-policy evaluationreinforcement-learning	CodeCode Available	1	5
Automated Cloud Provisioning on AWS using Deep Reinforcement Learning	Sep 13, 2017	Cloud ComputingDeep Reinforcement Learning	CodeCode Available	1	5
Stable and Safe Reinforcement Learning via a Barrier-Lyapunov Actor-Critic Approach	Apr 8, 2023	Reinforcement Learning (RL)Safe Reinforcement Learning	CodeCode Available	1	5
Evening the Score: Targeting SARS-CoV-2 Protease Inhibition in Graph Generative Models for Therapeutic Candidates	May 7, 2021	Drug DesignDrug Discovery	CodeCode Available	1	5
Proximal Gradient Temporal Difference Learning: Stable Reinforcement Learning with Polynomial Sample Complexity	Jun 6, 2020	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	1	5
Evolutionary Planning in Latent Space	Nov 23, 2020	reinforcement-learningReinforcement Learning	CodeCode Available	1	5
Evolution Strategies as a Scalable Alternative to Reinforcement Learning	Mar 10, 2017	Atari GamesMuJoCo	CodeCode Available	1	5
Evolutionary Population Curriculum for Scaling Multi-Agent Reinforcement Learning	Mar 23, 2020	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
Harnessing Discrete Representations For Continual Reinforcement Learning	Dec 2, 2023	reinforcement-learningReinforcement Learning	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