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 1701–1725 of 1918 papers

Title	Date	Tasks	Status
Q-Prop: Sample-Efficient Policy Gradient with An Off-Policy Critic	Nov 7, 2016	continuous-controlContinuous Control	CodeCode Available
Factors of Influence of the Overestimation Bias of Q-Learning	Oct 11, 2022	Q-Learning	CodeCode Available
MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control	Dec 20, 2024	Graph AttentionQ-Learning	CodeCode Available
ConQUR: Mitigating Delusional Bias in Deep Q-learning	Feb 27, 2020	Atari GamesQ-Learning	CodeCode Available
DeepQTest: Testing Autonomous Driving Systems with Reinforcement Learning and Real-world Weather Data	Oct 8, 2023	Autonomous DrivingQ-Learning	CodeCode Available
Making Deep Q-learning methods robust to time discretization	Jan 28, 2019	Deep Reinforcement LearningQ-Learning	CodeCode Available
Bootstrapped Meta-Learning	Sep 9, 2021	Efficient ExplorationFew-Shot Learning	CodeCode Available
Computational Benefits of Intermediate Rewards for Goal-Reaching Policy Learning	Jul 8, 2021	Hierarchical Reinforcement LearningQ-Learning	CodeCode Available
Deep Q-learning from Demonstrations	Apr 12, 2017	Decision MakingDeep Reinforcement Learning	CodeCode Available
Reinforcement Learning with Low-Complexity Liquid State Machines	Jun 4, 2019	Atari GamesDeep Reinforcement Learning	CodeCode Available
The Effects of Memory Replay in Reinforcement Learning	Oct 18, 2017	Deep Reinforcement LearningQ-Learning	CodeCode Available
Compressed Federated Reinforcement Learning with a Generative Model	Mar 26, 2024	modelQ-Learning	CodeCode Available
Deep Q-Learning for Nash Equilibria: Nash-DQN	Apr 23, 2019	Q-LearningReinforcement Learning	CodeCode Available
Mastering Percolation-like Games with Deep Learning	May 12, 2023	Deep LearningQ-Learning	CodeCode Available
Towards Symbolic Reinforcement Learning with Common Sense	Apr 23, 2018	Common Sense ReasoningDeep Reinforcement Learning	CodeCode Available
A Novel Update Mechanism for Q-Networks Based On Extreme Learning Machines	Jun 4, 2020	Q-Learningreinforcement-learning	CodeCode Available
Deep Q learning for fooling neural networks	Nov 13, 2018	Q-LearningReinforcement Learning	CodeCode Available
Deep Q-Learning based Reinforcement Learning Approach for Network Intrusion Detection	Nov 27, 2021	Intrusion DetectionNetwork Intrusion Detection	CodeCode Available
An intelligent financial portfolio trading strategy using deep Q-learning	Jul 8, 2019	Q-Learning	CodeCode Available
Efficient Parallel Reinforcement Learning Framework using the Reactor Model	Dec 7, 2023	OpenAI GymQ-Learning	CodeCode Available
A Fairness-Oriented Reinforcement Learning Approach for the Operation and Control of Shared Micromobility Services	Mar 23, 2024	FairnessQ-Learning	CodeCode Available
Remember and Forget for Experience Replay	Jul 16, 2018	Deep Reinforcement LearningPolicy Gradient Methods	CodeCode Available
Meta-Black-Box-Optimization through Offline Q-function Learning	May 4, 2025	BenchmarkingMamba	CodeCode Available
UNIQ: Offline Inverse Q-learning for Avoiding Undesirable Demonstrations	Oct 10, 2024	Imitation LearningQ-Learning	CodeCode Available
Meta-Q-Learning	Sep 30, 2019	continuous-controlContinuous Control	CodeCode Available

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