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 2031–2040 of 15113 papers

Title	Date	Tasks	Status	Hype
Whole-Body Control of a Mobile Manipulator using End-to-End Reinforcement Learning	Feb 25, 2020	reinforcement-learningReinforcement Learning	CodeCode Available	1
Reconfigurable Intelligent Surface Assisted Multiuser MISO Systems Exploiting Deep Reinforcement Learning	Feb 24, 2020	Deep Reinforcement LearningNeural Network simulation	CodeCode Available	1
Discriminative Particle Filter Reinforcement Learning for Complex Partial Observations	Feb 23, 2020	Atari GamesDecision Making	CodeCode Available	1
Reinforcement Learning Framework for Deep Brain Stimulation Study	Feb 22, 2020	reinforcement-learningReinforcement Learning	CodeCode Available	1
How To Avoid Being Eaten By a Grue: Exploration Strategies for Text-Adventure Agents	Feb 19, 2020	Knowledge Graphsreinforcement-learning	CodeCode Available	1
Sim2Real Transfer for Reinforcement Learning without Dynamics Randomization	Feb 19, 2020	reinforcement-learningReinforcement Learning	CodeCode Available	1
Reinforcement Learning for Molecular Design Guided by Quantum Mechanics	Feb 18, 2020	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
Generating Automatic Curricula via Self-Supervised Active Domain Randomization	Feb 18, 2020	Reinforcement LearningReinforcement Learning (RL)	CodeCode Available	1
Kalman meets Bellman: Improving Policy Evaluation through Value Tracking	Feb 17, 2020	Gaussian ProcessesReinforcement Learning	CodeCode Available	1
Reinforced active learning for image segmentation	Feb 16, 2020	Active LearningDeep Reinforcement 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