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 611–620 of 15113 papers

Title	Date	Tasks	Status	Hype	Score
Deceptive Path Planning via Reinforcement Learning with Graph Neural Networks	Feb 9, 2024	Graph Neural Networkreinforcement-learning	CodeCode Available	1	5
A Sustainable Ecosystem through Emergent Cooperation in Multi-Agent Reinforcement Learning	Jul 19, 2021	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
Decentralized Motion Planning for Multi-Robot Navigation using Deep Reinforcement Learning	Nov 11, 2020	Deep Reinforcement LearningMotion Planning	CodeCode Available	1	5
Decision Transformer: Reinforcement Learning via Sequence Modeling	Jun 2, 2021	Atari GamesD4RL	CodeCode Available	1	5
Debiased Contrastive Learning	Jul 1, 2020	Contrastive LearningGeneralization Bounds	CodeCode Available	1	5
Debiasing Meta-Gradient Reinforcement Learning by Learning the Outer Value Function	Nov 19, 2022	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	1	5
A SWAT-based Reinforcement Learning Framework for Crop Management	Feb 10, 2023	BenchmarkingDecision Making	CodeCode Available	1	5
Asset Allocation: From Markowitz to Deep Reinforcement Learning	Jul 14, 2022	Deep Reinforcement Learningreinforcement-learning	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
Decomposed Mutual Information Optimization for Generalized Context in Meta-Reinforcement Learning	Oct 9, 2022	Decision MakingMeta Reinforcement Learning	CodeCode Available	1	5

Show:10 25 50

← PrevPage 62 of 1512Next →

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	PPG	Mean Normalized Performance	0.76	—	Unverified
2	PPO	Mean Normalized Performance	0.58	—	Unverified