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 1421–1430 of 15113 papers

Title	Date	Tasks	Status	Hype	Score
Decentralized Motion Planning for Multi-Robot Navigation using Deep Reinforcement Learning	Nov 11, 2020	Deep Reinforcement LearningMotion Planning	CodeCode Available	1	5
Decentralized Deep Reinforcement Learning for a Distributed and Adaptive Locomotion Controller of a Hexapod Robot	May 21, 2020	continuous-controlContinuous Control	CodeCode Available	1	5
Decision Transformer: Reinforcement Learning via Sequence Modeling	Jun 2, 2021	Atari GamesD4RL	CodeCode Available	1	5
Decomposed Mutual Information Optimization for Generalized Context in Meta-Reinforcement Learning	Oct 9, 2022	Decision MakingMeta Reinforcement Learning	CodeCode Available	1	5
Battlesnake Challenge: A Multi-agent Reinforcement Learning Playground with Human-in-the-loop	Jul 20, 2020	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
ARLO: A Framework for Automated Reinforcement Learning	May 20, 2022	feature selectionMuJoCo	CodeCode Available	1	5
Learning Rewards from Linguistic Feedback	Sep 30, 2020	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	1	5
Decomposed Soft Actor-Critic Method for Cooperative Multi-Agent Reinforcement Learning	Apr 14, 2021	counterfactualDeep Reinforcement Learning	CodeCode Available	1	5
Learning safety in model-based Reinforcement Learning using MPC and Gaussian Processes	Nov 3, 2022	Gaussian ProcessesModel-based Reinforcement Learning	CodeCode Available	1	5
Fast Context Adaptation via Meta-Learning	Oct 8, 2018	General ClassificationMeta-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