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 1376–1400 of 15113 papers

Title	Date	Tasks	Status	Hype
Reinforcement Learning based Condition-oriented Maintenance Scheduling for Flow Line Systems	Aug 27, 2021	Decision MakingDeep Reinforcement 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
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
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
Aspect Sentiment Triplet Extraction Using Reinforcement Learning	Aug 13, 2021	Aspect Sentiment Triplet Extractionreinforcement-learning	CodeCode Available	1
Continual Backprop: Stochastic Gradient Descent with Persistent Randomness	Aug 13, 2021	Continual LearningReinforcement Learning (RL)	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
VeRLPy: Python Library for Verification of Digital Designs with Reinforcement Learning	Aug 9, 2021	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	1
Paint Transformer: Feed Forward Neural Painting with Stroke Prediction	Aug 9, 2021	Object DetectionPrediction	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
Learning Barrier Certificates: Towards Safe Reinforcement Learning with Zero Training-time Violations	Aug 4, 2021	reinforcement-learningReinforcement Learning (RL)	CodeCode Available	1
Scalable Multi-agent Reinforcement Learning Algorithm for Wireless Networks	Aug 1, 2021	Decision MakingMulti-agent Reinforcement Learning	CodeCode Available	1
Strategically Efficient Exploration in Competitive Multi-agent Reinforcement Learning	Jul 30, 2021	Efficient ExplorationMulti-agent Reinforcement Learning	CodeCode Available	1
Finding Failures in High-Fidelity Simulation using Adaptive Stress Testing and the Backward Algorithm	Jul 27, 2021	Autonomous VehiclesDeep Reinforcement Learning	CodeCode Available	1
Model Selection for Offline Reinforcement Learning: Practical Considerations for Healthcare Settings	Jul 23, 2021	Computational EfficiencyDecision Making	CodeCode Available	1
Accelerating Quadratic Optimization with Reinforcement Learning	Jul 22, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
MarsExplorer: Exploration of Unknown Terrains via Deep Reinforcement Learning and Procedurally Generated Environments	Jul 21, 2021	Deep Reinforcement LearningOpenAI Gym	CodeCode Available	1
Demonstration-Guided Reinforcement Learning with Learned Skills	Jul 21, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
Mastering Visual Continuous Control: Improved Data-Augmented Reinforcement Learning	Jul 20, 2021	continuous-controlContinuous Control	CodeCode Available	1
A Sustainable Ecosystem through Emergent Cooperation in Multi-Agent Reinforcement Learning	Jul 19, 2021	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	1

Show:10 25 50

← PrevPage 56 of 605Next →

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	PPG	Mean Normalized Performance	0.76	—	Unverified
2	PPO	Mean Normalized Performance	0.58	—	Unverified