Traffic Signal Control

Control traffic lights/signals to optimize traffic.

( Image credit: Flaticon )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 51–75 of 201 papers

Title	Date	Tasks	Status	Score
MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control	Dec 20, 2024	Graph AttentionQ-Learning	CodeCode Available	5
An Open-Source Framework for Adaptive Traffic Signal Control	Sep 1, 2019	Open-Ended Question AnsweringReinforcement Learning	CodeCode Available	5
Learning an Interpretable Traffic Signal Control Policy	Dec 23, 2019	Q-LearningReinforcement Learning	CodeCode Available	5
DynamicLight: Two-Stage Dynamic Traffic Signal Timing	Nov 2, 2022	Q-LearningReinforcement Learning (RL)	CodeCode Available	5
CityFlow: A Multi-Agent Reinforcement Learning Environment for Large Scale City Traffic Scenario	May 13, 2019	Multi-agent Reinforcement Learningreinforcement-learning	CodeCode Available	5
Learning Phase Competition for Traffic Signal Control	May 12, 2019	Reinforcement LearningReinforcement Learning (RL)	CodeCode Available	5
DQN Control Solution for KDD Cup 2021 City Brain Challenge	Aug 14, 2021	Traffic Signal Control	CodeCode Available	5
Generalized Phase Pressure Control Enhanced Reinforcement Learning for Traffic Signal Control	Mar 26, 2025	Reinforcement Learning (RL)Traffic Signal Control	CodeCode Available	5
HumanLight: Incentivizing Ridesharing via Human-centric Deep Reinforcement Learning in Traffic Signal Control	Apr 5, 2023	Deep Reinforcement LearningTraffic Signal Control	CodeCode Available	5
Back to Basics: Deep Reinforcement Learning in Traffic Signal Control	Sep 15, 2021	Deep Reinforcement Learningreinforcement-learning	CodeCode Available	5
Feedback-feedforward Signal Control with Exogenous Demand Estimation in Congested Urban Road Networks	Dec 12, 2023	Traffic Signal Control	CodeCode Available	5
Reinforcement Learning Approaches for Traffic Signal Control under Missing Data	Apr 21, 2023	reinforcement-learningReinforcement Learning	CodeCode Available	5
Depthwise Convolution for Multi-Agent Communication with Enhanced Mean-Field Approximation	Mar 6, 2022	Reinforcement Learning (RL)SMAC	—Unverified	0
AttendLight: Universal Attention-Based Reinforcement Learning Model for Traffic Signal Control	Oct 12, 2020	Decision Makingreinforcement-learning	—Unverified	0
Attacking Deep Reinforcement Learning-Based Traffic Signal Control Systems with Colluding Vehicles	Nov 4, 2021	Deep Reinforcement Learningreinforcement-learning	—Unverified	0
A Genetic Programming System with an Epigenetic Mechanism for Traffic Signal Control	Mar 9, 2019	Evolutionary AlgorithmsTraffic Signal Control	—Unverified	0
Deep Reinforcement Learning for Traffic Light Control in Intelligent Transportation Systems	Feb 4, 2023	Deep Reinforcement Learningreinforcement-learning	—Unverified	0
Deep Reinforcement Learning for Intelligent Transportation Systems: A Survey	May 2, 2020	Autonomous DrivingDeep Reinforcement Learning	—Unverified	0
A Taxonomy of Adaptive Traffic Signal Control	Aug 3, 2023	Decision MakingDiversity	—Unverified	0
Deep Reinforcement Learning for Adaptive Traffic Signal Control	Nov 14, 2019	Deep Reinforcement Learningreinforcement-learning	—Unverified	0
Decentralized Deep Reinforcement Learning for Network Level Traffic Signal Control	Jul 2, 2020	Deep Reinforcement LearningMulti-agent Reinforcement Learning	—Unverified	0
A Survey on Traffic Signal Control Methods	Apr 17, 2019	reinforcement-learningReinforcement Learning	—Unverified	0
A Fully Data-Driven Approach for Realistic Traffic Signal Control Using Offline Reinforcement Learning	Nov 27, 2023	Offline RLReinforcement Learning (RL)	—Unverified	0
Actor-Critic Algorithms for Risk-Sensitive MDPs	Dec 1, 2013	Decision MakingSequential Decision Making	—Unverified	0
Data-Driven Transfer Learning Framework for Estimating Turning Movement Counts	Dec 13, 2024	ManagementTraffic Signal Control	—Unverified	0

Show:10 25 50

← PrevPage 3 of 9Next →

No leaderboard results yet.