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 1381–1390 of 15113 papers

Title	Date	Tasks	Status	Hype
End-to-End Urban Driving by Imitating a Reinforcement Learning Coach	Aug 18, 2021	Autonomous DrivingImitation Learning	CodeCode Available	1
Safe Learning in Robotics: From Learning-Based Control to Safe Reinforcement Learning	Aug 13, 2021	Decision Makingreinforcement-learning	CodeCode Available	1
Continual Backprop: Stochastic Gradient Descent with Persistent Randomness	Aug 13, 2021	Continual LearningReinforcement Learning (RL)	CodeCode Available	1
Aspect Sentiment Triplet Extraction Using Reinforcement Learning	Aug 13, 2021	Aspect Sentiment Triplet Extractionreinforcement-learning	CodeCode Available	1
Safe Deep Reinforcement Learning for Multi-Agent Systems with Continuous Action Spaces	Aug 9, 2021	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	1
Paint Transformer: Feed Forward Neural Painting with Stroke Prediction	Aug 9, 2021	Object DetectionPrediction	CodeCode Available	1
VeRLPy: Python Library for Verification of Digital Designs with Reinforcement Learning	Aug 9, 2021	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	1
Building a Foundation for Data-Driven, Interpretable, and Robust Policy Design using the AI Economist	Aug 6, 2021	Reinforcement Learning (RL)	CodeCode Available	1
The AI Economist: Optimal Economic Policy Design via Two-level Deep Reinforcement Learning	Aug 5, 2021	counterfactualDeep Reinforcement Learning	CodeCode Available	1
An Encoder-Decoder Based Audio Captioning System With Transfer and Reinforcement Learning	Aug 5, 2021	Audio captioningDecoder	CodeCode Available	1

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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