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

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Showing 311–320 of 15113 papers

Title	Date	Tasks	Status	Hype
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

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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