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 4621–4630 of 15113 papers

Title	Date	Tasks	Status	Hype
Multi-agent Dynamic Algorithm Configuration	Oct 13, 2022	Multi-Armed BanditsReinforcement Learning (RL)	CodeCode Available	1
Sustainable Online Reinforcement Learning for Auto-bidding	Oct 13, 2022	Q-Learningreinforcement-learning	CodeCode Available	1
Towards Trustworthy Automatic Diagnosis Systems by Emulating Doctors' Reasoning with Deep Reinforcement Learning	Oct 13, 2022	Deep Reinforcement LearningReinforcement Learning (RL)	CodeCode Available	1
Observed Adversaries in Deep Reinforcement Learning	Oct 13, 2022	Deep Reinforcement Learningreinforcement-learning	—Unverified	0
Output Feedback Adaptive Optimal Control of Affine Nonlinear systems with a Linear Measurement Model	Oct 13, 2022	Model-based Reinforcement Learningreinforcement-learning	—Unverified	0
Model-Based Offline Reinforcement Learning with Pessimism-Modulated Dynamics Belief	Oct 13, 2022	D4RLOffline RL	CodeCode Available	0
A Mixture of Surprises for Unsupervised Reinforcement Learning	Oct 13, 2022	reinforcement-learningReinforcement Learning	CodeCode Available	1
Efficient circuit implementation for coined quantum walks on binary trees and application to reinforcement learning	Oct 13, 2022	reinforcement-learningReinforcement Learning	—Unverified	0
Dissipative residual layers for unsupervised implicit parameterization of data manifolds	Oct 13, 2022	DenoisingReinforcement Learning (RL)	—Unverified	0
Causality-driven Hierarchical Structure Discovery for Reinforcement Learning	Oct 13, 2022	Hierarchical Reinforcement LearningMinecraft	—Unverified	0

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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