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 1551–1575 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
Human-Inspired Multi-Agent Navigation using Knowledge Distillation	Mar 18, 2021	Collision AvoidanceKnowledge Distillation	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
Lyapunov Barrier Policy Optimization	Mar 16, 2021	Reinforcement Learning (RL)	CodeCode Available	1
Inclined Quadrotor Landing using Deep Reinforcement Learning	Mar 16, 2021	Deep Reinforcement Learningreinforcement-learning	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
Generalizable Episodic Memory for Deep Reinforcement Learning	Mar 11, 2021	Atari Gamescontinuous-control	CodeCode Available	1
XDO: A Double Oracle Algorithm for Extensive-Form Games	Mar 11, 2021	FormReinforcement Learning (RL)	CodeCode Available	1
Iterative Shrinking for Referring Expression Grounding Using Deep Reinforcement Learning	Mar 9, 2021	Deep Reinforcement LearningReferring Expression	CodeCode Available	1
The AI Arena: A Framework for Distributed Multi-Agent Reinforcement Learning	Mar 9, 2021	Multi-agent Reinforcement LearningOpenAI Gym	CodeCode Available	1
Reinforcement Learning with Prototypical Representations	Mar 9, 2021	continuous-controlContinuous Control	CodeCode Available	1
Latent Imagination Facilitates Zero-Shot Transfer in Autonomous Racing	Mar 8, 2021	Autonomous Racingcontinuous-control	CodeCode Available	1
Comparing Popular Simulation Environments in the Scope of Robotics and Reinforcement Learning	Mar 8, 2021	CPUreinforcement-learning	CodeCode Available	1
Behavior From the Void: Unsupervised Active Pre-Training	Mar 8, 2021	Atari GamesReinforcement Learning (RL)	CodeCode Available	1
A Crash Course on Reinforcement Learning	Mar 8, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
MAMBPO: Sample-efficient multi-robot reinforcement learning using learned world models	Mar 5, 2021	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	1
DeepFreight: Integrating Deep Reinforcement Learning and Mixed Integer Programming for Multi-transfer Truck Freight Delivery	Mar 5, 2021	Deep Reinforcement LearningMulti-agent Reinforcement Learning	CodeCode Available	1
Lyapunov-Regularized Reinforcement Learning for Power System Transient Stability	Mar 5, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
Learning Collision-free and Torque-limited Robot Trajectories based on Alternative Safe Behaviors	Mar 5, 2021	Industrial Robotsreinforcement-learning	CodeCode Available	1
Continuous Coordination As a Realistic Scenario for Lifelong Learning	Mar 4, 2021	Continual LearningDeep Reinforcement Learning	CodeCode Available	1
Improving Computational Efficiency in Visual Reinforcement Learning via Stored Embeddings	Mar 4, 2021	Atari GamesComputational Efficiency	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