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 1551–1560 of 15113 papers

Title	Date	Tasks	Status	Hype
Model Predictive Actor-Critic: Accelerating Robot Skill Acquisition with Deep Reinforcement Learning	Mar 25, 2021	Deep Reinforcement LearningModel-based Reinforcement Learning	CodeCode Available	1
Integrated Decision and Control: Towards Interpretable and Computationally Efficient Driving Intelligence	Mar 18, 2021	Autonomous DrivingModel-based Reinforcement Learning	CodeCode Available	1
Human-Inspired Multi-Agent Navigation using Knowledge Distillation	Mar 18, 2021	Collision AvoidanceKnowledge Distillation	CodeCode Available	1
Inclined Quadrotor Landing using Deep Reinforcement Learning	Mar 16, 2021	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
Lyapunov Barrier Policy Optimization	Mar 16, 2021	Reinforcement Learning (RL)	CodeCode Available	1
Sample-efficient Reinforcement Learning Representation Learning with Curiosity Contrastive Forward Dynamics Model	Mar 15, 2021	Contrastive LearningData Augmentation	CodeCode Available	1
Deep Reinforcement Learning for Band Selection in Hyperspectral Image Classification	Mar 15, 2021	ClassificationDeep Reinforcement Learning	CodeCode Available	1
Gym-ANM: Reinforcement Learning Environments for Active Network Management Tasks in Electricity Distribution Systems	Mar 14, 2021	ManagementModel Predictive Control	CodeCode Available	1
Solving Compositional Reinforcement Learning Problems via Task Reduction	Mar 13, 2021	continuous-controlContinuous Control	CodeCode Available	1
Large Batch Simulation for Deep Reinforcement Learning	Mar 12, 2021	Deep Reinforcement LearningGPU	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