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 301–325 of 15113 papers

Title	Date	Tasks	Status	Hype
Demonstration-Guided Reinforcement Learning with Efficient Exploration for Task Automation of Surgical Robot	Feb 20, 2023	Efficient Explorationreinforcement-learning	CodeCode Available	2
Constrained Decision Transformer for Offline Safe Reinforcement Learning	Feb 14, 2023	reinforcement-learningReinforcement Learning	CodeCode Available	2
Grounding Large Language Models in Interactive Environments with Online Reinforcement Learning	Feb 6, 2023	Decision Makingreinforcement-learning	CodeCode Available	2
Efficient Online Reinforcement Learning with Offline Data	Feb 6, 2023	reinforcement-learningReinforcement Learning	CodeCode Available	2
Off-the-Grid MARL: Datasets with Baselines for Offline Multi-Agent Reinforcement Learning	Feb 1, 2023	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	2
Heterogeneous Multi-Robot Reinforcement Learning	Jan 17, 2023	Graph Neural NetworkMulti-agent Reinforcement Learning	CodeCode Available	2
Learning Physically Realizable Skills for Online Packing of General 3D Shapes	Dec 5, 2022	3D geometryAction Generation	CodeCode Available	2
MO-Gym: A Library of Multi-Objective Reinforcement Learning Environments	Nov 30, 2022	Multi-Objective Reinforcement LearningOpenAI Gym	CodeCode Available	2
Learning Heterogeneous Agent Cooperation via Multiagent League Training	Nov 13, 2022	Diversityreinforcement-learning	CodeCode Available	2
A Survey on Explainable Reinforcement Learning: Concepts, Algorithms, Challenges	Nov 12, 2022	reinforcement-learningReinforcement Learning	CodeCode Available	2
DIAMBRA Arena: a New Reinforcement Learning Platform for Research and Experimentation	Oct 19, 2022	Deep Reinforcement LearningImitation Learning	CodeCode Available	2
Harfang3D Dog-Fight Sandbox: A Reinforcement Learning Research Platform for the Customized Control Tasks of Fighter Aircrafts	Oct 13, 2022	Atari GamesDecision Making	CodeCode Available	2
In-Hand Object Rotation via Rapid Motor Adaptation	Oct 10, 2022	ObjectReinforcement Learning (RL)	CodeCode Available	2
Pareto Actor-Critic for Equilibrium Selection in Multi-Agent Reinforcement Learning	Sep 28, 2022	Graph Neural NetworkMulti-agent Reinforcement Learning	CodeCode Available	2
On Efficient Reinforcement Learning for Full-length Game of StarCraft II	Sep 23, 2022	CPUreinforcement-learning	CodeCode Available	2
Honor of Kings Arena: an Environment for Generalization in Competitive Reinforcement Learning	Sep 18, 2022	reinforcement-learningReinforcement Learning	CodeCode Available	2
Transformers are Sample-Efficient World Models	Sep 1, 2022	Atari Games 100kDeep Reinforcement Learning	CodeCode Available	2
A Walk in the Park: Learning to Walk in 20 Minutes With Model-Free Reinforcement Learning	Aug 16, 2022	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	2
Diffusion Policies as an Expressive Policy Class for Offline Reinforcement Learning	Aug 12, 2022	D4RLOffline RL	CodeCode Available	2
A Cooperation Graph Approach for Multiagent Sparse Reward Reinforcement Learning	Aug 5, 2022	reinforcement-learningReinforcement Learning	CodeCode Available	2
Deep Reinforcement Learning for Multi-Agent Interaction	Aug 2, 2022	BIG-bench Machine LearningCausal Inference	CodeCode Available	2
CodeRL: Mastering Code Generation through Pretrained Models and Deep Reinforcement Learning	Jul 5, 2022	Code GenerationDecoder	CodeCode Available	2
DayDreamer: World Models for Physical Robot Learning	Jun 28, 2022	Deep Reinforcement LearningNavigate	CodeCode Available	2
Towards Human-Level Bimanual Dexterous Manipulation with Reinforcement Learning	Jun 17, 2022	Few-Shot LearningOffline RL	CodeCode Available	2
Challenges and Opportunities in Offline Reinforcement Learning from Visual Observations	Jun 9, 2022	Benchmarkingcontinuous-control	CodeCode Available	2

Show:10 25 50

← PrevPage 13 of 605Next →

Benchmark Results

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