| 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 |
| Artificial Intelligence in Traffic Systems | Dec 16, 2024 | Autonomous VehiclesEvolutionary Algorithms | —Unverified | 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 |
| A Survey on Graph Neural Networks in Intelligent Transportation Systems | Jan 1, 2024 | Autonomous VehiclesSurvey | —Unverified | 0 |
| A Survey on Traffic Signal Control Methods | Apr 17, 2019 | reinforcement-learningReinforcement Learning | —Unverified | 0 |
| A Taxonomy of Adaptive Traffic Signal Control | Aug 3, 2023 | Decision MakingDiversity | —Unverified | 0 |
| Attacking Deep Reinforcement Learning-Based Traffic Signal Control Systems with Colluding Vehicles | Nov 4, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| AttendLight: Universal Attention-Based Reinforcement Learning Model for Traffic Signal Control | Oct 12, 2020 | Decision Makingreinforcement-learning | —Unverified | 0 |
| Batch-Augmented Multi-Agent Reinforcement Learning for Efficient Traffic Signal Optimization | May 19, 2020 | Multi-agent Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Bayesian Critique-Tune-Based Reinforcement Learning with Adaptive Pressure for Multi-Intersection Traffic Signal Control | Dec 18, 2024 | Bayesian Inferencereinforcement-learning | —Unverified | 0 |
| Bridging the Reality Gap of Reinforcement Learning based Traffic Signal Control using Domain Randomization and Meta Learning | Jul 21, 2023 | Meta-LearningReinforcement Learning (RL) | —Unverified | 0 |
| CityLight: A Universal Model for Coordinated Traffic Signal Control in City-scale Heterogeneous Intersections | Jun 4, 2024 | Traffic Signal Control | —Unverified | 0 |
| C-MP: A decentralized adaptive-coordinated traffic signal control using the Max Pressure framework | Jul 1, 2024 | Traffic Signal Control | —Unverified | 0 |
| Combat Urban Congestion via Collaboration: Heterogeneous GNN-based MARL for Coordinated Platooning and Traffic Signal Control | Oct 17, 2023 | Multi-agent Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Communication Strategy on Macro-and-Micro Traffic State in Cooperative Deep Reinforcement Learning for Regional Traffic Signal Control | Feb 18, 2025 | Deep Reinforcement LearningTraffic Signal Control | —Unverified | 0 |
| Connected Vehicle Supported Adaptive Traffic Control for Near-congested Condition in a Mixed Traffic Stream | Jul 14, 2019 | Traffic Signal Control | —Unverified | 0 |
| Connection-Based Scheduling for Real-Time Intersection Control | Oct 16, 2022 | SchedulingTraffic Signal Control | —Unverified | 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 |
| Cooperative Reinforcement Learning on Traffic Signal Control | May 23, 2022 | reinforcement-learningReinforcement Learning | —Unverified | 0 |
| Robustness of Reinforcement Learning-Based Traffic Signal Control under Incidents: A Comparative Study | Jun 16, 2025 | BenchmarkingTraffic Signal Control | —Unverified | 0 |
| Safe and Efficient Coexistence of Autonomous Vehicles with Human-Driven Traffic at Signalized Intersections | Apr 7, 2025 | Autonomous VehiclesTraffic Signal Control | —Unverified | 0 |
| Safe and Psychologically Pleasant Traffic Signal Control with Reinforcement Learning using Action Masking | Jun 21, 2022 | reinforcement-learningReinforcement Learning (RL) | —Unverified | 0 |
| Scalable Multi-Objective Optimization for Robust Traffic Signal Control in Uncertain Environments | Sep 20, 2024 | Traffic Signal Control | —Unverified | 0 |
| Scalable Traffic Signal Controls using Fog-Cloud Based Multiagent Reinforcement Learning | Oct 11, 2021 | Deep Reinforcement LearningGraph Attention | —Unverified | 0 |
| SocialLight: Distributed Cooperation Learning towards Network-Wide Traffic Signal Control | Apr 20, 2023 | counterfactualCounterfactual Reasoning | —Unverified | 0 |
| Concentration bounds for temporal difference learning with linear function approximation: The case of batch data and uniform sampling | Jun 11, 2013 | Multi-Armed BanditsNews Recommendation | —Unverified | 0 |
| Tensor-based Cooperative Control for Large Scale Multi-intersection Traffic Signal Using Deep Reinforcement Learning and Imitation Learning | Sep 30, 2019 | Deep Reinforcement LearningImitation Learning | —Unverified | 0 |
| Adaptive traffic signal safety and efficiency improvement by multi objective deep reinforcement learning approach | Aug 1, 2024 | Deep Reinforcement LearningTraffic Signal Control | —Unverified | 0 |
| The Real Deal: A Review of Challenges and Opportunities in Moving Reinforcement Learning-Based Traffic Signal Control Systems Towards Reality | Jun 23, 2022 | Reinforcement Learning (RL)Traffic Signal Control | —Unverified | 0 |
| TinyLight: Adaptive Traffic Signal Control on Devices with Extremely Limited Resources | May 1, 2022 | Deep Reinforcement LearningTraffic Signal Control | —Unverified | 0 |
| Toward Dependency Dynamics in Multi-Agent Reinforcement Learning for Traffic Signal Control | Feb 23, 2025 | Multi-agent Reinforcement LearningReinforcement Learning (RL) | —Unverified | 0 |
| Traffic Co-Simulation Framework Empowered by Infrastructure Camera Sensing and Reinforcement Learning | Dec 5, 2024 | Multi-agent Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Traffic Density Estimation using a Convolutional Neural Network | Sep 5, 2018 | BIG-bench Machine LearningDensity Estimation | —Unverified | 0 |
| Traffic Signal Control and Speed Offset Coordination Using Q-Learning for Arterial Road Networks | Apr 9, 2024 | Q-LearningTraffic Signal Control | —Unverified | 0 |
| Traffic signal control optimization under severe incident conditions using Genetic Algorithm | Jun 11, 2019 | Traffic Signal Control | —Unverified | 0 |
| Traffic Signal Control with Communicative Deep Reinforcement Learning Agents: a Case Study | Jul 3, 2021 | Deep Reinforcement LearningMulti-agent Reinforcement Learning | —Unverified | 0 |
| TransferLight: Zero-Shot Traffic Signal Control on any Road-Network | Dec 12, 2024 | Graph Neural NetworkTraffic Signal Control | —Unverified | 0 |
| TuSeRACT: Turn-Sample-Based Real-Time Traffic Signal Control | Dec 13, 2018 | SchedulingTraffic Signal Control | —Unverified | 0 |
| Unicorn: A Universal and Collaborative Reinforcement Learning Approach Towards Generalizable Network-Wide Traffic Signal Control | Mar 14, 2025 | Contrastive LearningMulti-agent Reinforcement Learning | —Unverified | 0 |
| Uninterrupted Maximum Flow on Signalized Traffic Networks | Apr 25, 2024 | Traffic Signal Control | —Unverified | 0 |
| Using a Deep Reinforcement Learning Agent for Traffic Signal Control | Nov 3, 2016 | Deep Reinforcement LearningQ-Learning | —Unverified | 0 |
| Using AI for Mitigating the Impact of Network Delay in Cloud-based Intelligent Traffic Signal Control | Feb 19, 2020 | Cloud ComputingReinforcement Learning | —Unverified | 0 |
| Using a single actor to output personalized policy for different intersections | Mar 10, 2025 | Graph AttentionMulti-agent Reinforcement Learning | —Unverified | 0 |
| Bayesian Meta-reinforcement Learning for Traffic Signal Control | Oct 1, 2020 | Continual LearningMeta-Learning | —Unverified | 0 |
| Variance-Constrained Actor-Critic Algorithms for Discounted and Average Reward MDPs | Mar 25, 2014 | Decision MakingSequential Decision Making | —Unverified | 0 |
| VLMLight: Traffic Signal Control via Vision-Language Meta-Control and Dual-Branch Reasoning | May 26, 2025 | Large Language ModelReinforcement Learning (RL) | —Unverified | 0 |
| Learning to Help Emergency Vehicles Arrive Faster: A Cooperative Vehicle-Road Scheduling Approach | Feb 20, 2022 | Graph AttentionScheduling | —Unverified | 0 |
| Learning to Route via Theory-Guided Residual Network | May 18, 2021 | Traffic Signal Control | —Unverified | 0 |
| Learning Traffic Signal Control via Genetic Programming | Mar 26, 2024 | Deep Reinforcement LearningTraffic Signal Control | —Unverified | 0 |
| Lyapunov Function Consistent Adaptive Network Signal Control with Back Pressure and Reinforcement Learning | Oct 6, 2022 | reinforcement-learningReinforcement Learning (RL) | —Unverified | 0 |