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 1351–1375 of 15113 papers

Title	Date	Tasks	Status	Hype
Stackelberg Actor-Critic: Game-Theoretic Reinforcement Learning Algorithms	Sep 25, 2021	OpenAI Gymreinforcement-learning	CodeCode Available	1
NICE: Robust Scheduling through Reinforcement Learning-Guided Integer Programming	Sep 24, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
Pythia: A Customizable Hardware Prefetching Framework Using Online Reinforcement Learning	Sep 24, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
The Role of Tactile Sensing in Learning and Deploying Grasp Refinement Algorithms	Sep 23, 2021	Reinforcement Learning (RL)Robotic Grasping	CodeCode Available	1
Enhancing Navigational Safety in Crowded Environments using Semantic-Deep-Reinforcement-Learning-based Navigation	Sep 23, 2021	Deep Reinforcement LearningNavigate	CodeCode Available	1
Trust Region Policy Optimisation in Multi-Agent Reinforcement Learning	Sep 23, 2021	LEMMAMuJoCo	CodeCode Available	1
A Workflow for Offline Model-Free Robotic Reinforcement Learning	Sep 22, 2021	Offline RLreinforcement-learning	CodeCode Available	1
A Reinforcement Learning Benchmark for Autonomous Driving in Intersection Scenarios	Sep 22, 2021	Autonomous Drivingreinforcement-learning	CodeCode Available	1
ENERO: Efficient Real-Time WAN Routing Optimization with Deep Reinforcement Learning	Sep 22, 2021	Deep Reinforcement LearningGraph Neural Network	CodeCode Available	1
AutoPhoto: Aesthetic Photo Capture using Reinforcement Learning	Sep 21, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
Deep Policies for Online Bipartite Matching: A Reinforcement Learning Approach	Sep 21, 2021	Decision Makingreinforcement-learning	CodeCode Available	1
Reinforcement Learning with Evolutionary Trajectory Generator: A General Approach for Quadrupedal Locomotion	Sep 14, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
Learning to Navigate Intersections with Unsupervised Driver Trait Inference	Sep 14, 2021	Autonomous NavigationAutonomous Vehicles	CodeCode Available	1
Gradient Imitation Reinforcement Learning for Low Resource Relation Extraction	Sep 14, 2021	Meta-LearningPseudo Label	CodeCode Available	1
safe-control-gym: a Unified Benchmark Suite for Safe Learning-based Control and Reinforcement Learning in Robotics	Sep 13, 2021	reinforcement-learningReinforcement Learning	CodeCode Available	1
Learning Selective Communication for Multi-Agent Path Finding	Sep 12, 2021	Decision MakingDeep Reinforcement Learning	CodeCode Available	1
TimeTraveler: Reinforcement Learning for Temporal Knowledge Graph Forecasting	Sep 9, 2021	Link Predictionreinforcement-learning	CodeCode Available	1
PowerGym: A Reinforcement Learning Environment for Volt-Var Control in Power Distribution Systems	Sep 8, 2021	OpenAI Gymreinforcement-learning	CodeCode Available	1
Optimizing Quantum Variational Circuits with Deep Reinforcement Learning	Sep 7, 2021	BIG-bench Machine LearningDeep Reinforcement Learning	CodeCode Available	1
WarpDrive: Extremely Fast End-to-End Deep Multi-Agent Reinforcement Learning on a GPU	Aug 31, 2021	CPUDecision Making	CodeCode Available	1
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
Active Inference for Stochastic Control	Aug 27, 2021	Reinforcement Learning (RL)	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