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 781–790 of 15113 papers

Title	Date	Tasks	Status	Hype	Score
Agent with Warm Start and Adaptive Dynamic Termination for Plane Localization in 3D Ultrasound	Mar 26, 2021	Deep Reinforcement LearningReinforcement Learning (RL)	CodeCode Available	1	5
Bayesian Soft Actor-Critic: A Directed Acyclic Strategy Graph Based Deep Reinforcement Learning	Aug 11, 2022	continuous-controlContinuous Control	CodeCode Available	1	5
A2C is a special case of PPO	May 18, 2022	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
CACTO-SL: Using Sobolev Learning to improve Continuous Actor-Critic with Trajectory Optimization	Dec 17, 2023	Reinforcement Learning (RL)	CodeCode Available	1	5
Asynchronous Multi-Agent Reinforcement Learning for Efficient Real-Time Multi-Robot Cooperative Exploration	Jan 9, 2023	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
CaiRL: A High-Performance Reinforcement Learning Environment Toolkit	Oct 3, 2022	OpenAI Gymreinforcement-learning	CodeCode Available	1	5
Asynchronous Reinforcement Learning for Real-Time Control of Physical Robots	Mar 23, 2022	reinforcement-learningReinforcement Learning	CodeCode Available	1	5
Efficient Wasserstein Natural Gradients for Reinforcement Learning	Oct 12, 2020	Policy Gradient Methodsreinforcement-learning	CodeCode Available	1	5
Deep Transformer Q-Networks for Partially Observable Reinforcement Learning	Jun 2, 2022	Partially Observable Reinforcement Learningreinforcement-learning	CodeCode Available	1	5
Active Inference for Stochastic Control	Aug 27, 2021	Reinforcement Learning (RL)	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