| DreamerV3 for Traffic Signal Control: Hyperparameter Tuning and Performance | Mar 4, 2025 | Reinforcement Learning (RL)Traffic 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 |
| 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 |
| FitLight: Federated Imitation Learning for Plug-and-Play Autonomous Traffic Signal Control | Feb 17, 2025 | Imitation Learningreinforcement-learning | —Unverified | 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 |
| AMM: Adaptive Modularized Reinforcement Model for Multi-city Traffic Signal Control | Jan 5, 2025 | Domain AdaptationMeta-Learning | —Unverified | 0 |
| Integrated Strategy for Urban Traffic Optimization: Prediction, Adaptive Signal Control, and Distributed Communication via Messaging | Jan 2, 2025 | Traffic Signal Control | —Unverified | 0 |
| Goal-Conditioned Data Augmentation for Offline Reinforcement Learning | Dec 29, 2024 | D4RLData Augmentation | —Unverified | 0 |
| MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control | Dec 20, 2024 | Graph AttentionQ-Learning | CodeCode Available | 0 |
| Bayesian Critique-Tune-Based Reinforcement Learning with Adaptive Pressure for Multi-Intersection Traffic Signal Control | Dec 18, 2024 | Bayesian Inferencereinforcement-learning | —Unverified | 0 |
| Artificial Intelligence in Traffic Systems | Dec 16, 2024 | Autonomous VehiclesEvolutionary Algorithms | —Unverified | 0 |
| Data-Driven Transfer Learning Framework for Estimating Turning Movement Counts | Dec 13, 2024 | ManagementTraffic Signal Control | —Unverified | 0 |
| TransferLight: Zero-Shot Traffic Signal Control on any Road-Network | Dec 12, 2024 | Graph Neural NetworkTraffic Signal Control | —Unverified | 0 |
| Traffic Co-Simulation Framework Empowered by Infrastructure Camera Sensing and Reinforcement Learning | Dec 5, 2024 | Multi-agent Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Intersection-Aware Assessment of EMS Accessibility in NYC: A Data-Driven Approach | Dec 5, 2024 | Multi-agent Reinforcement LearningTraffic Signal Control | —Unverified | 0 |
| A CAV-based perimeter-free regional traffic control strategy utilizing existing parking infrastructure | Dec 5, 2024 | Traffic Signal Control | —Unverified | 0 |
| Integrating Transit Signal Priority into Multi-Agent Reinforcement Learning based Traffic Signal Control | Nov 28, 2024 | Multi-agent Reinforcement LearningTraffic Signal Control | —Unverified | 0 |
| Optimizing Traffic Signal Control using High-Dimensional State Representation and Efficient Deep Reinforcement Learning | Nov 12, 2024 | Deep Reinforcement LearningModel Compression | —Unverified | 0 |
| OffLight: An Offline Multi-Agent Reinforcement Learning Framework for Traffic Signal Control | Nov 10, 2024 | Multi-agent Reinforcement LearningOffline RL | —Unverified | 0 |
| Multi-hop Upstream Anticipatory Traffic Signal Control with Deep Reinforcement Learning | Nov 10, 2024 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Scalable Multi-Objective Optimization for Robust Traffic Signal Control in Uncertain Environments | Sep 20, 2024 | Traffic Signal Control | —Unverified | 0 |
| Mitigating Partial Observability in Adaptive Traffic Signal Control with Transformers | Sep 16, 2024 | ManagementReinforcement Learning (RL) | —Unverified | 0 |
| Reinforcement Learning for Adaptive Traffic Signal Control: Turn-Based and Time-Based Approaches to Reduce Congestion | Aug 28, 2024 | reinforcement-learningReinforcement Learning (RL) | —Unverified | 0 |
| MalLight: Influence-Aware Coordinated Traffic Signal Control for Traffic Signal Malfunctions | Aug 19, 2024 | Reinforcement Learning (RL)Traffic Signal Control | —Unverified | 0 |
| SynTraC: A Synthetic Dataset for Traffic Signal Control from Traffic Monitoring Cameras | Aug 18, 2024 | ManagementTraffic Signal Control | CodeCode Available | 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 |
| MoveLight: Enhancing Traffic Signal Control through Movement-Centric Deep Reinforcement Learning | Jul 24, 2024 | Deep Reinforcement LearningManagement | —Unverified | 0 |
| Phase Re-service in Reinforcement Learning Traffic Signal Control | Jul 20, 2024 | reinforcement-learningReinforcement Learning | —Unverified | 0 |
| GuideLight: "Industrial Solution" Guidance for More Practical Traffic Signal Control Agents | Jul 15, 2024 | Reinforcement Learning (RL)Traffic Signal Control | CodeCode Available | 0 |
| C-MP: A decentralized adaptive-coordinated traffic signal control using the Max Pressure framework | Jul 1, 2024 | Traffic Signal Control | —Unverified | 0 |
| OCC-MP: A Max-Pressure framework to prioritize transit and high occupancy vehicles | Jun 27, 2024 | Traffic Signal Control | —Unverified | 0 |
| From Single Agent to Multi-Agent: Improving Traffic Signal Control | Jun 19, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 |
| CityLight: A Universal Model for Coordinated Traffic Signal Control in City-scale Heterogeneous Intersections | Jun 4, 2024 | Traffic Signal Control | —Unverified | 0 |
| Exploring the impact of traffic signal control and connected and automated vehicles on intersections safety: A deep reinforcement learning approach | May 29, 2024 | Deep Reinforcement LearningTraffic Signal Control | —Unverified | 0 |
| CoSLight: Co-optimizing Collaborator Selection and Decision-making to Enhance Traffic Signal Control | May 27, 2024 | Decision MakingTraffic Signal Control | CodeCode Available | 0 |
| Distributed Traffic Signal Control via Coordinated Maximum Pressure-plus-Penalty | Apr 30, 2024 | Computational EfficiencyDistributed Optimization | —Unverified | 0 |
| Uninterrupted Maximum Flow on Signalized Traffic Networks | Apr 25, 2024 | Traffic Signal Control | —Unverified | 0 |
| Towards Multi-agent Reinforcement Learning based Traffic Signal Control through Spatio-temporal Hypergraphs | Apr 17, 2024 | Edge-computingManagement | CodeCode Available | 0 |
| Traffic Signal Control and Speed Offset Coordination Using Q-Learning for Arterial Road Networks | Apr 9, 2024 | Q-LearningTraffic Signal Control | —Unverified | 0 |
| MTLight: Efficient Multi-Task Reinforcement Learning for Traffic Signal Control | Apr 1, 2024 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Learning Traffic Signal Control via Genetic Programming | Mar 26, 2024 | Deep Reinforcement LearningTraffic Signal Control | —Unverified | 0 |
| A Holistic Framework Towards Vision-based Traffic Signal Control with Microscopic Simulation | Mar 11, 2024 | BenchmarkingTraffic Signal Control | —Unverified | 0 |
| Distributed Traffic Signal Control of Interconnected Intersections: A Two-Lane Traffic Network Model | Jan 21, 2024 | Model Predictive ControlTraffic Signal Control | —Unverified | 0 |
| CycLight: learning traffic signal cooperation with a cycle-level strategy | Jan 16, 2024 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| A Survey on Graph Neural Networks in Intelligent Transportation Systems | Jan 1, 2024 | Autonomous VehiclesSurvey | —Unverified | 0 |
| Feedback-feedforward Signal Control with Exogenous Demand Estimation in Congested Urban Road Networks | Dec 12, 2023 | Traffic Signal Control | CodeCode Available | 0 |
| A Fully Data-Driven Approach for Realistic Traffic Signal Control Using Offline Reinforcement Learning | Nov 27, 2023 | Offline RLReinforcement Learning (RL) | —Unverified | 0 |
| Learning Decentralized Traffic Signal Controllers with Multi-Agent Graph Reinforcement Learning | Nov 7, 2023 | Graph LearningMulti-agent Reinforcement Learning | —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 |
| Joint Optimization of Traffic Signal Control and Vehicle Routing in Signalized Road Networks using Multi-Agent Deep Reinforcement Learning | Oct 16, 2023 | Deep Reinforcement LearningTraffic Signal Control | —Unverified | 0 |