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 426–450 of 1918 papers

Title	Date	Tasks	Status	Score
Deep Neuroevolution: Genetic Algorithms Are a Competitive Alternative for Training Deep Neural Networks for Reinforcement Learning	Dec 18, 2017	Deep Reinforcement LearningEvolutionary Algorithms	CodeCode Available	5
A Comparison of Reward Functions in Q-Learning Applied to a Cart Position Problem	May 25, 2021	PositionQ-Learning	CodeCode Available	5
Deep Ordinal Reinforcement Learning	May 6, 2019	Deep Reinforcement LearningOpenAI Gym	CodeCode Available	5
Revisiting Prioritized Experience Replay: A Value Perspective	Feb 5, 2021	Atari GamesQ-Learning	CodeCode Available	5
Revisiting the Softmax Bellman Operator: New Benefits and New Perspective	Dec 2, 2018	Atari GamesQ-Learning	CodeCode Available	5
Deep Q-Learning for Nash Equilibria: Nash-DQN	Apr 23, 2019	Q-LearningReinforcement Learning	CodeCode Available	5
Deep Reinforcement Learning Algorithms for Option Hedging	Apr 7, 2025	Deep Reinforcement LearningQ-Learning	CodeCode Available	5
Automatic Data Augmentation by Learning the Deterministic Policy	Oct 18, 2019	Data AugmentationDeep Reinforcement Learning	CodeCode Available	5
Crowd Intelligence for Early Misinformation Prediction on Social Media	Aug 8, 2024	Fact CheckingMisinformation	CodeCode Available	5
A Kernel Loss for Solving the Bellman Equation	May 25, 2019	Q-LearningReinforcement Learning	CodeCode Available	5
SABER: Data-Driven Motion Planner for Autonomously Navigating Heterogeneous Robots	Aug 3, 2021	Model Predictive ControlMotion Planning	CodeCode Available	5
CytonRL: an Efficient Reinforcement Learning Open-source Toolkit Implemented in C++	Apr 14, 2018	GPUQ-Learning	CodeCode Available	5
Automata Learning meets Shielding	Dec 4, 2022	Q-LearningReinforcement Learning (RL)	CodeCode Available	5
Adaptive Symmetric Reward Noising for Reinforcement Learning	May 24, 2019	Autonomous DrivingQ-Learning	CodeCode Available	5
Schrödinger's Camera: First Steps Towards a Quantum-Based Privacy Preserving Camera	Mar 13, 2023	Privacy PreservingQ-Learning	CodeCode Available	5
SEED RL: Scalable and Efficient Deep-RL with Accelerated Central Inference	Oct 15, 2019	Q-LearningReinforcement Learning	CodeCode Available	5
Self-Learning Cloud Controllers: Fuzzy Q-Learning for Knowledge Evolution	Jul 2, 2015	Q-LearningSelf-Learning	CodeCode Available	5
Deep Jump Learning for Off-Policy Evaluation in Continuous Treatment Settings	Oct 29, 2020	Change Point DetectionOff-policy evaluation	CodeCode Available	5
Decoding fairness: a reinforcement learning perspective	Dec 20, 2024	FairnessImitation Learning	CodeCode Available	5
Deep Active Inference for Pixel-Based Discrete Control: Evaluation on the Car Racing Problem	Sep 9, 2021	Car RacingQ-Learning	CodeCode Available	5
Dynamic-Weighted Simplex Strategy for Learning Enabled Cyber Physical Systems	Feb 6, 2019	Autonomous DrivingQ-Learning	CodeCode Available	5
Augmented Q Imitation Learning (AQIL)	Mar 31, 2020	Deep Reinforcement LearningImitation Learning	CodeCode Available	5
Decision Making in Non-Stationary Environments with Policy-Augmented Search	Jan 6, 2024	Decision MakingDecision Making Under Uncertainty	CodeCode Available	5
Solving reward-collecting problems with UAVs: a comparison of online optimization and Q-learning	Nov 30, 2021	Autonomous VehiclesQ-Learning	CodeCode Available	5
Deep Coordination Graphs	Sep 27, 2019	Multi-agent Reinforcement LearningQ-Learning	CodeCode Available	5

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