Q-Learning

The goal of Q-learning is to learn a policy, which tells an agent what action to take under what circumstances.

( Image credit: Playing Atari with Deep Reinforcement Learning )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1751–1775 of 1918 papers

Title	Date	Tasks	Status	Hype
Q-CP: Learning Action Values for Cooperative Planning	Mar 1, 2018	Model-based Reinforcement LearningQ-Learning	—Unverified	0
Deep Reinforcement Learning for Vision-Based Robotic Grasping: A Simulated Comparative Evaluation of Off-Policy Methods	Feb 28, 2018	Deep Reinforcement LearningDiversity	CodeCode Available	0
Variance Reduction Methods for Sublinear Reinforcement Learning	Feb 26, 2018	Q-Learningreinforcement-learning	—Unverified	0
Addressing Function Approximation Error in Actor-Critic Methods	Feb 26, 2018	Continuous ControlOpenAI Gym	CodeCode Available	1
Temporal Difference Models: Model-Free Deep RL for Model-Based Control	Feb 25, 2018	continuous-controlContinuous Control	—Unverified	0
Weighted Double Deep Multiagent Reinforcement Learning in Stochastic Cooperative Environments	Feb 23, 2018	Deep Reinforcement LearningQ-Learning	—Unverified	0
Efficient Collaborative Multi-Agent Deep Reinforcement Learning for Large-Scale Fleet Management	Feb 18, 2018	Deep Reinforcement LearningManagement	CodeCode Available	0
A Deep Q-Learning Agent for the L-Game with Variable Batch Training	Feb 17, 2018	Q-LearningSelf-Learning	CodeCode Available	0
Monte Carlo Q-learning for General Game Playing	Feb 16, 2018	Board GamesQ-Learning	CodeCode Available	0
Prioritized Sweeping Neural DynaQ with Multiple Predecessors, and Hippocampal Replays	Feb 15, 2018	HippocampusQ-Learning	—Unverified	0
Mean Field Multi-Agent Reinforcement Learning	Feb 15, 2018	Multi-agent Reinforcement LearningQ-Learning	CodeCode Available	1
Q-learning with Nearest Neighbors	Feb 12, 2018	Q-LearningReinforcement Learning	—Unverified	0
M-Walk: Learning to Walk over Graphs using Monte Carlo Tree Search	Feb 12, 2018	Knowledge Base CompletionLink Prediction	—Unverified	0
Balancing Two-Player Stochastic Games with Soft Q-Learning	Feb 9, 2018	Q-LearningReinforcement Learning	—Unverified	0
Deep Reinforcement Learning using Capsules in Advanced Game Environments	Jan 29, 2018	Deep Reinforcement LearningGeneral Classification	—Unverified	0
Using deep Q-learning to understand the tax evasion behavior of risk-averse firms	Jan 29, 2018	Deep Reinforcement LearningQ-Learning	CodeCode Available	0
The QLBS Q-Learner Goes NuQLear: Fitted Q Iteration, Inverse RL, and Option Portfolios	Jan 17, 2018	Q-Learningreinforcement-learning	—Unverified	0
Deep Reinforcement Fuzzing	Jan 14, 2018	Q-Learningreinforcement-learning	—Unverified	0
DeepTraffic: Crowdsourced Hyperparameter Tuning of Deep Reinforcement Learning Systems for Multi-Agent Dense Traffic Navigation	Jan 9, 2018	Autonomous DrivingAutonomous Navigation	CodeCode Available	0
Trading the Twitter Sentiment with Reinforcement Learning	Jan 7, 2018	BIG-bench Machine LearningQ-Learning	—Unverified	0
Faster Deep Q-learning using Neural Episodic Control	Jan 6, 2018	Deep Reinforcement LearningQ-Learning	—Unverified	0
Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor	Jan 4, 2018	Continuous ControlDecision Making	CodeCode Available	1
ViZDoom: DRQN with Prioritized Experience Replay, Double-Q Learning, & Snapshot Ensembling	Jan 3, 2018	Q-LearningReinforcement Learning	—Unverified	0
ScreenerNet: Learning Self-Paced Curriculum for Deep Neural Networks	Jan 3, 2018	Deep Reinforcement LearningQ-Learning	—Unverified	0
Autonomous Vehicle Fleet Coordination With Deep Reinforcement Learning	Jan 1, 2018	Autonomous VehiclesDecision Making	—Unverified	0

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