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 481–490 of 15113 papers

Title	Date	Tasks	Status	Hype	Score
A deep inverse reinforcement learning approach to route choice modeling with context-dependent rewards	Jun 18, 2022	Computational EfficiencyDemand Forecasting	CodeCode Available	1	5
Adaptive Risk-Tendency: Nano Drone Navigation in Cluttered Environments with Distributional Reinforcement Learning	Mar 28, 2022	Distributional Reinforcement LearningDrone navigation	CodeCode Available	1	5
A Closer Look at Advantage-Filtered Behavioral Cloning in High-Noise Datasets	Oct 10, 2021	Decision Makingreinforcement-learning	CodeCode Available	1	5
Automatic Data Augmentation for Generalization in Deep Reinforcement Learning	Jun 23, 2020	Data AugmentationDeep Reinforcement Learning	CodeCode Available	1	5
Automatic Data Augmentation for Generalization in Reinforcement Learning	Dec 1, 2021	Data AugmentationDeep Reinforcement Learning	CodeCode Available	1	5
Cross Modality 3D Navigation Using Reinforcement Learning and Neural Style Transfer	Nov 5, 2021	Computed Tomography (CT)Diagnostic	CodeCode Available	1	5
Crowd-Robot Interaction: Crowd-aware Robot Navigation with Attention-based Deep Reinforcement Learning	Sep 24, 2018	Deep Reinforcement LearningHuman Dynamics	CodeCode Available	1	5
Automatic Truss Design with Reinforcement Learning	Jun 27, 2023	Combinatorial OptimizationLayout Design	CodeCode Available	1	5
Automating DBSCAN via Deep Reinforcement Learning	Aug 9, 2022	ClusteringComputational Efficiency	CodeCode Available	1	5
Cross-Embodiment Robot Manipulation Skill Transfer using Latent Space Alignment	Jun 4, 2024	DecoderReinforcement Learning (RL)	CodeCode Available	1	5

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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