| 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 |
| A GPU-accelerated Large-scale Simulator for Transportation System Optimization Benchmarking | Jun 15, 2024 | BenchmarkingGPU | CodeCode Available | 1 |
| Traffic Signal Cycle Control with Centralized Critic and Decentralized Actors under Varying Intervention Frequencies | Jun 12, 2024 | Traffic Signal Control | CodeCode Available | 1 |
| 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 |
| X-Light: Cross-City Traffic Signal Control Using Transformer on Transformer as Meta Multi-Agent Reinforcement Learner | Apr 18, 2024 | Traffic Signal Control | CodeCode Available | 1 |
| 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 |
| LLM-Assisted Light: Leveraging Large Language Model Capabilities for Human-Mimetic Traffic Signal Control in Complex Urban Environments | Mar 13, 2024 | Decision MakingLanguage Modeling | CodeCode Available | 2 |
| 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 |
| Open-TI: Open Traffic Intelligence with Augmented Language Model | Dec 30, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| LLMLight: Large Language Models as Traffic Signal Control Agents | Dec 26, 2023 | Decision MakingManagement | CodeCode Available | 2 |
| DuaLight: Enhancing Traffic Signal Control by Leveraging Scenario-Specific and Scenario-Shared Knowledge | Dec 22, 2023 | Decision MakingTraffic Signal Control | CodeCode Available | 1 |
| Feedback-feedforward Signal Control with Exogenous Demand Estimation in Congested Urban Road Networks | Dec 12, 2023 | Traffic Signal Control | CodeCode Available | 0 |
| Traffic Signal Control Using Lightweight Transformers: An Offline-to-Online RL Approach | Dec 12, 2023 | Knowledge DistillationOffline RL | CodeCode Available | 1 |
| UniTSA: A Universal Reinforcement Learning Framework for V2X Traffic Signal Control | Dec 8, 2023 | reinforcement-learningReinforcement Learning (RL) | CodeCode Available | 1 |
| 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 |
| Multi-Agent Reinforcement Learning Based on Representational Communication for Large-Scale Traffic Signal Control | Oct 3, 2023 | Multi-agent Reinforcement LearningTraffic Signal Control | —Unverified | 0 |
| A Computationally Efficient Bi-level Coordination Framework for CAVs at Unsignalized Intersections | Sep 12, 2023 | SchedulingTraffic Signal Control | —Unverified | 0 |
| Prompt to Transfer: Sim-to-Real Transfer for Traffic Signal Control with Prompt Learning | Aug 28, 2023 | Prompt LearningReinforcement Learning (RL) | CodeCode Available | 1 |
| Perimeter Control with Heterogeneous Metering Rates for Cordon Signals: A Physics-Regularized Multi-Agent Reinforcement Learning Approach | Aug 24, 2023 | Multi-agent Reinforcement LearningTraffic Signal Control | —Unverified | 0 |
| A Taxonomy of Adaptive Traffic Signal Control | Aug 3, 2023 | Decision MakingDiversity | —Unverified | 0 |
| Uncertainty-aware Grounded Action Transformation towards Sim-to-Real Transfer for Traffic Signal Control | Jul 23, 2023 | Reinforcement Learning (RL)Traffic Signal Control | CodeCode Available | 1 |
| 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 |
| Cooperative Multi-Objective Reinforcement Learning for Traffic Signal Control and Carbon Emission Reduction | Jun 16, 2023 | Multi-Objective Reinforcement LearningTraffic Signal Control | —Unverified | 0 |
| Real-Time Network-Level Traffic Signal Control: An Explicit Multiagent Coordination Method | Jun 15, 2023 | Reinforcement Learning (RL)Traffic Signal Control | —Unverified | 0 |
| DenseLight: Efficient Control for Large-scale Traffic Signals with Dense Feedback | Jun 13, 2023 | Deep Reinforcement LearningReinforcement Learning (RL) | CodeCode Available | 0 |
| A Novel Multi-Agent Deep RL Approach for Traffic Signal Control | Jun 5, 2023 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Improving the generalizability and robustness of large-scale traffic signal control | Jun 2, 2023 | Deep Reinforcement LearningDistributional Reinforcement Learning | —Unverified | 0 |
| Learning to Stabilize Online Reinforcement Learning in Unbounded State Spaces | Jun 2, 2023 | Attributereinforcement-learning | CodeCode Available | 0 |
| Privacy-Preserving Adaptive Traffic Signal Control in a Connected Vehicle Environment | May 12, 2023 | Privacy PreservingTraffic Signal Control | —Unverified | 0 |
| Reinforcement Learning Approaches for Traffic Signal Control under Missing Data | Apr 21, 2023 | reinforcement-learningReinforcement Learning | CodeCode Available | 0 |
| SocialLight: Distributed Cooperation Learning towards Network-Wide Traffic Signal Control | Apr 20, 2023 | counterfactualCounterfactual Reasoning | —Unverified | 0 |
| HumanLight: Incentivizing Ridesharing via Human-centric Deep Reinforcement Learning in Traffic Signal Control | Apr 5, 2023 | Deep Reinforcement LearningTraffic Signal Control | CodeCode Available | 0 |
| Large-Scale Traffic Signal Control Using Constrained Network Partition and Adaptive Deep Reinforcement Learning | Mar 21, 2023 | Deep Reinforcement LearningMulti-agent Reinforcement Learning | —Unverified | 0 |
| DataLight: Offline Data-Driven Traffic Signal Control | Mar 20, 2023 | Offline RLReinforcement Learning (RL) | CodeCode Available | 1 |
| Deep Reinforcement Learning for Traffic Light Control in Intelligent Transportation Systems | Feb 4, 2023 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |