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 1371–1380 of 15113 papers

Title	Date	Tasks	Status	Hype
SurRoL: An Open-source Reinforcement Learning Centered and dVRK Compatible Platform for Surgical Robot Learning	Aug 30, 2021	Reinforcement Learning (RL)	CodeCode Available	1
Hallucinated but Factual! Inspecting the Factuality of Hallucinations in Abstractive Summarization	Aug 30, 2021	Abstractive Text SummarizationReinforcement Learning (RL)	CodeCode Available	1
Deep Reinforcement Learning at the Edge of the Statistical Precipice	Aug 30, 2021	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
ReGen: Reinforcement Learning for Text and Knowledge Base Generation using Pretrained Language Models	Aug 27, 2021	Graph GenerationJoint Entity and Relation Extraction	CodeCode Available	1
Reinforcement Learning based Condition-oriented Maintenance Scheduling for Flow Line Systems	Aug 27, 2021	Decision MakingDeep Reinforcement Learning	CodeCode Available	1
Reinforcement Learning-powered Semantic Communication via Semantic Similarity	Aug 27, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
Active Inference for Stochastic Control	Aug 27, 2021	Reinforcement Learning (RL)	CodeCode Available	1
Responsive Regulation of Dynamic UAV Communication Networks Based on Deep Reinforcement Learning	Aug 25, 2021	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
Robust Risk-Aware Reinforcement Learning	Aug 23, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
Settling the Variance of Multi-Agent Policy Gradients	Aug 19, 2021	MuJoCoReinforcement Learning (RL)	CodeCode Available	1

Show:10 25 50

← PrevPage 138 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