| SafeLight: A Reinforcement Learning Method toward Collision-free Traffic Signal Control | Nov 20, 2022 | reinforcement-learningReinforcement Learning | CodeCode Available | 0 | 5 |
| Reinforcement Learning Approaches for Traffic Signal Control under Missing Data | Apr 21, 2023 | reinforcement-learningReinforcement Learning | CodeCode Available | 0 | 5 |
| SynTraC: A Synthetic Dataset for Traffic Signal Control from Traffic Monitoring Cameras | Aug 18, 2024 | ManagementTraffic Signal Control | CodeCode Available | 0 | 5 |
| Multi-Agent Deep Reinforcement Learning for Large-scale Traffic Signal Control | Mar 11, 2019 | Deep Reinforcement LearningQ-Learning | CodeCode Available | 0 | 5 |
| Multi-agent Reinforcement Learning for Networked System Control | Apr 3, 2020 | Multi-agent Reinforcement Learningreinforcement-learning | CodeCode Available | 0 | 5 |
| MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control | Dec 20, 2024 | Graph AttentionQ-Learning | CodeCode Available | 0 | 5 |
| DynamicLight: Two-Stage Dynamic Traffic Signal Timing | Nov 2, 2022 | Q-LearningReinforcement Learning (RL) | CodeCode Available | 0 | 5 |
| CityFlow: A Multi-Agent Reinforcement Learning Environment for Large Scale City Traffic Scenario | May 13, 2019 | Multi-agent Reinforcement Learningreinforcement-learning | CodeCode Available | 0 | 5 |
| DQN Control Solution for KDD Cup 2021 City Brain Challenge | Aug 14, 2021 | Traffic Signal Control | CodeCode Available | 0 | 5 |
| Learning an Interpretable Traffic Signal Control Policy | Dec 23, 2019 | Q-LearningReinforcement Learning | CodeCode Available | 0 | 5 |
| Learning Phase Competition for Traffic Signal Control | May 12, 2019 | Reinforcement LearningReinforcement Learning (RL) | CodeCode Available | 0 | 5 |
| Back to Basics: Deep Reinforcement Learning in Traffic Signal Control | Sep 15, 2021 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 | 5 |
| Depthwise Convolution for Multi-Agent Communication with Enhanced Mean-Field Approximation | Mar 6, 2022 | Reinforcement Learning (RL)SMAC | —Unverified | 0 | 0 |
| AttendLight: Universal Attention-Based Reinforcement Learning Model for Traffic Signal Control | Oct 12, 2020 | Decision Makingreinforcement-learning | —Unverified | 0 | 0 |
| Attacking Deep Reinforcement Learning-Based Traffic Signal Control Systems with Colluding Vehicles | Nov 4, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 | 0 |
| A Genetic Programming System with an Epigenetic Mechanism for Traffic Signal Control | Mar 9, 2019 | Evolutionary AlgorithmsTraffic Signal Control | —Unverified | 0 | 0 |
| Deep Reinforcement Learning for Traffic Light Control in Intelligent Transportation Systems | Feb 4, 2023 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 | 0 |
| Deep Reinforcement Learning for Intelligent Transportation Systems: A Survey | May 2, 2020 | Autonomous DrivingDeep Reinforcement Learning | —Unverified | 0 | 0 |
| A Taxonomy of Adaptive Traffic Signal Control | Aug 3, 2023 | Decision MakingDiversity | —Unverified | 0 | 0 |
| Deep Reinforcement Learning for Adaptive Traffic Signal Control | Nov 14, 2019 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 | 0 |
| Decentralized Deep Reinforcement Learning for Network Level Traffic Signal Control | Jul 2, 2020 | Deep Reinforcement LearningMulti-agent Reinforcement Learning | —Unverified | 0 | 0 |
| A Survey on Traffic Signal Control Methods | Apr 17, 2019 | reinforcement-learningReinforcement Learning | —Unverified | 0 | 0 |
| A Fully Data-Driven Approach for Realistic Traffic Signal Control Using Offline Reinforcement Learning | Nov 27, 2023 | Offline RLReinforcement Learning (RL) | —Unverified | 0 | 0 |
| Actor-Critic Algorithms for Risk-Sensitive MDPs | Dec 1, 2013 | Decision MakingSequential Decision Making | —Unverified | 0 | 0 |
| Data-Driven Transfer Learning Framework for Estimating Turning Movement Counts | Dec 13, 2024 | ManagementTraffic Signal Control | —Unverified | 0 | 0 |
| A Survey on Graph Neural Networks in Intelligent Transportation Systems | Jan 1, 2024 | Autonomous VehiclesSurvey | —Unverified | 0 | 0 |
| CycLight: learning traffic signal cooperation with a cycle-level strategy | Jan 16, 2024 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 | 0 |
| CV-MP: Max-Pressure Control in Heterogeneously Distributed and Partially Connected Vehicle Environments | May 8, 2025 | Traffic Signal Control | —Unverified | 0 | 0 |
| Assessment of Reward Functions for Reinforcement Learning Traffic Signal Control under Real-World Limitations | Aug 26, 2020 | Deep Reinforcement LearningTraffic Signal Control | —Unverified | 0 | 0 |
| CVLight: Decentralized Learning for Adaptive Traffic Signal Control with Connected Vehicles | Apr 21, 2021 | Reinforcement Learning (RL)Traffic Signal Control | —Unverified | 0 | 0 |
| Cumulative Prospect Theory Meets Reinforcement Learning: Prediction and Control | Jun 8, 2015 | Predictionreinforcement-learning | —Unverified | 0 | 0 |
| HiLight: A Hierarchical Reinforcement Learning Framework with Global Adversarial Guidance for Large-Scale Traffic Signal Control | Jun 17, 2025 | Hierarchical Reinforcement Learningreinforcement-learning | —Unverified | 0 | 0 |
| Grey Models for Short-Term Queue Length Predictions for Adaptive Traffic Signal Control | Dec 29, 2019 | PredictionTime Series | —Unverified | 0 | 0 |
| Coping with Large Traffic Volumes in Schedule-Driven Traffic Signal Control | Mar 6, 2019 | ManagementScheduling | —Unverified | 0 | 0 |
| Artificial Intelligence in Traffic Systems | Dec 16, 2024 | Autonomous VehiclesEvolutionary Algorithms | —Unverified | 0 | 0 |
| A Deep Reinforcement Learning Approach for Fair Traffic Signal Control | Jul 21, 2021 | Deep Reinforcement LearningFairness | —Unverified | 0 | 0 |
| A Critical Review of Traffic Signal Control and A Novel Unified View of Reinforcement Learning and Model Predictive Control Approaches for Adaptive Traffic Signal Control | Nov 26, 2022 | Model Predictive ControlTraffic Signal Control | —Unverified | 0 | 0 |
| Cooperative Reinforcement Learning on Traffic Signal Control | May 23, 2022 | reinforcement-learningReinforcement Learning | —Unverified | 0 | 0 |
| GeneraLight: Improving Environment Generalization of Traffic Signal Control via Meta Reinforcement Learning | Sep 17, 2020 | ClusteringGenerative Adversarial Network | —Unverified | 0 | 0 |
| Cooperative Multi-Objective Reinforcement Learning for Traffic Signal Control and Carbon Emission Reduction | Jun 16, 2023 | Multi-Objective Reinforcement LearningTraffic Signal Control | —Unverified | 0 | 0 |
| Area-wide traffic signal control based on a deep graph Q-Network (DGQN) trained in an asynchronous manner | Aug 5, 2020 | Reinforcement Learning (RL)Traffic Signal Control | —Unverified | 0 | 0 |
| FuzzyLight: A Robust Two-Stage Fuzzy Approach for Traffic Signal Control Works in Real Cities | Jan 27, 2025 | compressed sensingReinforcement Learning (RL) | —Unverified | 0 | 0 |
| Generative Adversarial Reward Learning for Generalized Behavior Tendency Inference | May 3, 2021 | Recommendation Systemsreinforcement-learning | —Unverified | 0 | 0 |
| Goal-Conditioned Data Augmentation for Offline Reinforcement Learning | Dec 29, 2024 | D4RLData Augmentation | —Unverified | 0 | 0 |
| Connection-Based Scheduling for Real-Time Intersection Control | Oct 16, 2022 | SchedulingTraffic Signal Control | —Unverified | 0 | 0 |
| Scalable Model-based Policy Optimization for Decentralized Networked Systems | Jul 13, 2022 | Traffic Signal Control | —Unverified | 0 | 0 |
| From Single Agent to Multi-Agent: Improving Traffic Signal Control | Jun 19, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 | 0 |
| Connected Vehicle Supported Adaptive Traffic Control for Near-congested Condition in a Mixed Traffic Stream | Jul 14, 2019 | Traffic Signal Control | —Unverified | 0 | 0 |
| A probabilistic model for missing traffic volume reconstruction based on data fusion | May 6, 2021 | Traffic Signal Control | —Unverified | 0 | 0 |
| A Deep Reinforcement Learning Approach for Traffic Signal Control Optimization | Jul 13, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 | 0 |