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

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Showing 1001–1050 of 1918 papers

Title	Date	Tasks	Status	Hype
An Independent Study of Reinforcement Learning and Autonomous Driving	Aug 20, 2021	Autonomous DrivingOpenAI Gym	—Unverified	0
DQ-GAT: Towards Safe and Efficient Autonomous Driving with Deep Q-Learning and Graph Attention Networks	Aug 11, 2021	Autonomous DrivingDeep Reinforcement Learning	—Unverified	0
Maximizing Influence with Graph Neural Networks	Aug 10, 2021	Combinatorial OptimizationComputational Efficiency	—Unverified	0
Modified Double DQN: addressing stability	Aug 9, 2021	Q-Learning	—Unverified	0
An Elementary Proof that Q-learning Converges Almost Surely	Aug 5, 2021	Q-Learningreinforcement-learning	—Unverified	0
Offline Decentralized Multi-Agent Reinforcement Learning	Aug 4, 2021	Multi-agent Reinforcement LearningQ-Learning	—Unverified	0
SABER: Data-Driven Motion Planner for Autonomously Navigating Heterogeneous Robots	Aug 3, 2021	Model Predictive ControlMotion Planning	CodeCode Available	0
A DQN-based Approach to Finding Precise Evidences for Fact Verification	Aug 1, 2021	Claim VerificationFact Verification	CodeCode Available	0
A Distributed Intelligence Architecture for B5G Network Automation	Jul 28, 2021	ManagementQ-Learning	—Unverified	0
Value-Based Reinforcement Learning for Continuous Control Robotic Manipulation in Multi-Task Sparse Reward Settings	Jul 28, 2021	continuous-controlContinuous Control	—Unverified	0
Double Deep Q-learning Based Real-Time Optimization Strategy for Microgrids	Jul 27, 2021	Deep Reinforcement LearningQ-Learning	—Unverified	0
Integrating Deep Learning and Augmented Reality to Enhance Situational Awareness in Firefighting Environments	Jul 23, 2021	Anomaly Detectionobject-detection	—Unverified	0
Constraints Penalized Q-learning for Safe Offline Reinforcement Learning	Jul 19, 2021	Offline RLQ-Learning	—Unverified	0
A Penalized Shared-parameter Algorithm for Estimating Optimal Dynamic Treatment Regimens	Jul 13, 2021	Q-Learning	—Unverified	0
Transfer Learning in Multi-Agent Reinforcement Learning with Double Q-Networks for Distributed Resource Sharing in V2X Communication	Jul 13, 2021	Multi-agent Reinforcement LearningQ-Learning	—Unverified	0
Q-SMASH: Q-Learning-based Self-Adaptation of Human-Centered Internet of Things	Jul 13, 2021	Decision MakingMulti-agent Reinforcement Learning	—Unverified	0
Backprop-Free Reinforcement Learning with Active Neural Generative Coding	Jul 10, 2021	Q-Learningreinforcement-learning	CodeCode Available	1
Reinforced Hybrid Genetic Algorithm for the Traveling Salesman Problem	Jul 9, 2021	DiversityQ-Learning	—Unverified	0
Computational Benefits of Intermediate Rewards for Goal-Reaching Policy Learning	Jul 8, 2021	Hierarchical Reinforcement LearningQ-Learning	CodeCode Available	0
Ensemble and Auxiliary Tasks for Data-Efficient Deep Reinforcement Learning	Jul 5, 2021	Atari GamesDeep Reinforcement Learning	CodeCode Available	0
The Least Restriction for Offline Reinforcement Learning	Jul 5, 2021	Offline RLQ-Learning	—Unverified	0
A Novel Deep Reinforcement Learning Based Stock Direction Prediction using Knowledge Graph and Community Aware Sentiments	Jul 2, 2021	Deep Reinforcement LearningPrediction	—Unverified	0
Markov Decision Process modeled with Bandits for Sequential Decision Making in Linear-flow	Jul 1, 2021	Decision MakingMarketing	—Unverified	0
Stabilizing Deep Q-Learning with ConvNets and Vision Transformers under Data Augmentation	Jul 1, 2021	Data AugmentationQ-Learning	CodeCode Available	1
Distilling Reinforcement Learning Tricks for Video Games	Jul 1, 2021	Q-Learningreinforcement-learning	CodeCode Available	1
Gap-Dependent Bounds for Two-Player Markov Games	Jul 1, 2021	Q-LearningVocal Bursts Valence Prediction	—Unverified	0
Towards self-organized control: Using neural cellular automata to robustly control a cart-pole agent	Jun 29, 2021	Q-Learning	CodeCode Available	1
DRILL-- Deep Reinforcement Learning for Refinement Operators in ALC	Jun 29, 2021	Deep Reinforcement LearningKnowledge Graphs	—Unverified	0
Expert Q-learning: Deep Reinforcement Learning with Coarse State Values from Offline Expert Examples	Jun 28, 2021	Deep Reinforcement LearningImitation Learning	—Unverified	0
Instance-optimality in optimal value estimation: Adaptivity via variance-reduced Q-learning	Jun 28, 2021	Q-Learning	—Unverified	0
Concentration of Contractive Stochastic Approximation and Reinforcement Learning	Jun 27, 2021	Q-Learningreinforcement-learning	—Unverified	0
Reinforcement Learning for Mean Field Games, with Applications to Economics	Jun 25, 2021	Q-Learningreinforcement-learning	—Unverified	0
Exploration-Exploitation in Multi-Agent Competition: Convergence with Bounded Rationality	Jun 24, 2021	Q-Learning	—Unverified	0
Coarse-to-Fine Q-attention: Efficient Learning for Visual Robotic Manipulation via Discretisation	Jun 23, 2021	Continuous ControlQ-Learning	CodeCode Available	1
IQ-Learn: Inverse soft-Q Learning for Imitation	Jun 23, 2021	Atari GamesContinuous Control	CodeCode Available	1
Q-Learning Lagrange Policies for Multi-Action Restless Bandits	Jun 22, 2021	Multi-Armed BanditsQ-Learning	CodeCode Available	0
Reinforcement Learning for Physical Layer Communications	Jun 22, 2021	Deep Reinforcement LearningMulti-Armed Bandits	CodeCode Available	0
Distributed Heuristic Multi-Agent Path Finding with Communication	Jun 21, 2021	Multi-Agent Path FindingQ-Learning	CodeCode Available	1
Reinforcement Learning for Resource Allocation in Steerable Laser-based Optical Wireless Systems	Jun 21, 2021	ManagementQ-Learning	—Unverified	0
Analytically Tractable Bayesian Deep Q-Learning	Jun 21, 2021	Q-Learningreinforcement-learning	—Unverified	0
Boosting Offline Reinforcement Learning with Residual Generative Modeling	Jun 19, 2021	Offline RLQ-Learning	—Unverified	0
Deep reinforcement learning with automated label extraction from clinical reports accurately classifies 3D MRI brain volumes	Jun 17, 2021	ClassificationDeep Reinforcement Learning	—Unverified	0
A Deep Reinforcement Learning Approach towards Pendulum Swing-up Problem based on TF-Agents	Jun 17, 2021	Deep Reinforcement LearningPosition	—Unverified	0
A Q-Learning-Based Topology-Aware Routing Protocol for Flying Ad Hoc Networks	Jun 16, 2021	Q-Learning	—Unverified	0
Unbiased Methods for Multi-Goal Reinforcement Learning	Jun 16, 2021	Multi-Goal Reinforcement LearningQ-Learning	—Unverified	0
Efficient (Soft) Q-Learning for Text Generation with Limited Good Data	Jun 14, 2021	Q-LearningReinforcement Learning (RL)	CodeCode Available	1
TempoRL: Learning When to Act	Jun 9, 2021	Continuous ControlQ-Learning	CodeCode Available	1
Believe What You See: Implicit Constraint Approach for Offline Multi-Agent Reinforcement Learning	Jun 7, 2021	Multi-agent Reinforcement LearningOffline RL	CodeCode Available	1
Decentralized Q-Learning in Zero-sum Markov Games	Jun 4, 2021	Multi-agent Reinforcement LearningQ-Learning	—Unverified	0
Bridging the Gap Between Target Networks and Functional Regularization	Jun 4, 2021	Deep Reinforcement LearningQ-Learning	CodeCode Available	0

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