| MalLight: Influence-Aware Coordinated Traffic Signal Control for Traffic Signal Malfunctions | Aug 19, 2024 | Reinforcement Learning (RL)Traffic Signal Control | —Unverified | 0 |
| Mitigating Partial Observability in Adaptive Traffic Signal Control with Transformers | Sep 16, 2024 | ManagementReinforcement Learning (RL) | —Unverified | 0 |
| ModelLight: Model-Based Meta-Reinforcement Learning for Traffic Signal Control | Nov 15, 2021 | Meta-LearningMeta Reinforcement Learning | —Unverified | 0 |
| MoveLight: Enhancing Traffic Signal Control through Movement-Centric Deep Reinforcement Learning | Jul 24, 2024 | Deep Reinforcement LearningManagement | —Unverified | 0 |
| MTLight: Efficient Multi-Task Reinforcement Learning for Traffic Signal Control | Apr 1, 2024 | Deep Reinforcement Learningreinforcement-learning | —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 |
| 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 |
| Multi-hop Upstream Anticipatory Traffic Signal Control with Deep Reinforcement Learning | Nov 10, 2024 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Network-wide traffic signal control optimization using a multi-agent deep reinforcement learning | Apr 20, 2021 | Deep Reinforcement LearningMulti-agent Reinforcement Learning | —Unverified | 0 |
| OCC-MP: A Max-Pressure framework to prioritize transit and high occupancy vehicles | Jun 27, 2024 | Traffic Signal Control | —Unverified | 0 |
| OffLight: An Offline Multi-Agent Reinforcement Learning Framework for Traffic Signal Control | Nov 10, 2024 | Multi-agent Reinforcement LearningOffline RL | —Unverified | 0 |
| Offline Reinforcement Learning for Road Traffic Control | Jan 7, 2022 | Offline RLreinforcement-learning | —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 |
| Partially Detected Intelligent Traffic Signal Control: Environmental Adaptation | Oct 23, 2019 | Q-LearningReinforcement Learning | —Unverified | 0 |
| 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 |
| Phase Re-service in Reinforcement Learning Traffic Signal Control | Jul 20, 2024 | reinforcement-learningReinforcement Learning | —Unverified | 0 |
| Privacy-Preserving Adaptive Traffic Signal Control in a Connected Vehicle Environment | May 12, 2023 | Privacy PreservingTraffic Signal Control | —Unverified | 0 |
| Quantifying the Impact of Non-Stationarity in Reinforcement Learning-Based Traffic Signal Control | Apr 9, 2020 | Reinforcement LearningReinforcement Learning (RL) | —Unverified | 0 |
| Random Ensemble Reinforcement Learning for Traffic Signal Control | Mar 10, 2022 | Ensemble Learningreinforcement-learning | —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 |
| Real-Time Traffic Signal Control for Modern Roundabouts by Using Particle Swarm Optimization-Based Fuzzy Controller | Aug 4, 2014 | Traffic Signal Control | —Unverified | 0 |
| Reinforcement Learning for Traffic Signal Control: Comparison with Commercial Systems | Apr 21, 2021 | Q-Learningreinforcement-learning | —Unverified | 0 |
| Reinforcement learning for traffic signal control in hybrid action space | Nov 23, 2022 | Fairnessreinforcement-learning | —Unverified | 0 |
| Reinforcement Learning in Non-Stationary Environments | May 10, 2019 | energy managementManagement | —Unverified | 0 |
| Learning Phase Competition for Traffic Signal Control | May 12, 2019 | Reinforcement LearningReinforcement Learning (RL) | CodeCode Available | 0 |
| Learning an Interpretable Traffic Signal Control Policy | Dec 23, 2019 | Q-LearningReinforcement Learning | CodeCode Available | 0 |
| Towards Robust Deep Reinforcement Learning for Traffic Signal Control: Demand Surges, Incidents and Sensor Failures | Apr 17, 2019 | Deep Reinforcement LearningReinforcement Learning | CodeCode Available | 0 |
| SynTraC: A Synthetic Dataset for Traffic Signal Control from Traffic Monitoring Cameras | Aug 18, 2024 | ManagementTraffic Signal Control | CodeCode Available | 0 |
| Delayed Propagation Transformer: A Universal Computation Engine towards Practical Control in Cyber-Physical Systems | Oct 29, 2021 | Inductive BiasTraffic Signal Control | CodeCode Available | 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 |
| GuideLight: "Industrial Solution" Guidance for More Practical Traffic Signal Control Agents | Jul 15, 2024 | Reinforcement Learning (RL)Traffic Signal Control | CodeCode Available | 0 |
| Generalized Phase Pressure Control Enhanced Reinforcement Learning for Traffic Signal Control | Mar 26, 2025 | Reinforcement Learning (RL)Traffic Signal Control | CodeCode Available | 0 |
| Feedback-feedforward Signal Control with Exogenous Demand Estimation in Congested Urban Road Networks | Dec 12, 2023 | Traffic Signal Control | CodeCode Available | 0 |
| Learning to Stabilize Online Reinforcement Learning in Unbounded State Spaces | Jun 2, 2023 | Attributereinforcement-learning | CodeCode Available | 0 |
| MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control | Dec 20, 2024 | Graph AttentionQ-Learning | CodeCode Available | 0 |
| Congested Urban Networks Tend to Be Insensitive to Signal Settings: Implications for Learning-Based Control | Aug 21, 2020 | Deep Reinforcement LearningTraffic Signal Control | CodeCode Available | 0 |
| DynamicLight: Two-Stage Dynamic Traffic Signal Timing | Nov 2, 2022 | Q-LearningReinforcement Learning (RL) | CodeCode Available | 0 |
| A Simple Traffic Signal Control Using Queue Length Information | Jun 11, 2020 | Autonomous VehiclesTraffic Signal Control | CodeCode Available | 0 |
| DQN Control Solution for KDD Cup 2021 City Brain Challenge | Aug 14, 2021 | Traffic Signal Control | CodeCode Available | 0 |
| Modeling Network-level Traffic Flow Transitions on Sparse Data | Aug 13, 2022 | Decision MakingImputation | CodeCode Available | 0 |
| Back to Basics: Deep Reinforcement Learning in Traffic Signal Control | Sep 15, 2021 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| A Parallel Hybrid Action Space Reinforcement Learning Model for Real-world Adaptive Traffic Signal Control | Mar 18, 2025 | Decision MakingSequential Decision Making | CodeCode Available | 0 |
| CoSLight: Co-optimizing Collaborator Selection and Decision-making to Enhance Traffic Signal Control | May 27, 2024 | Decision MakingTraffic Signal Control | CodeCode Available | 0 |
| Multi-Agent Deep Reinforcement Learning for Large-scale Traffic Signal Control | Mar 11, 2019 | Deep Reinforcement LearningQ-Learning | CodeCode Available | 0 |
| SafeLight: A Reinforcement Learning Method toward Collision-free Traffic Signal Control | Nov 20, 2022 | reinforcement-learningReinforcement Learning | CodeCode Available | 0 |
| DenseLight: Efficient Control for Large-scale Traffic Signals with Dense Feedback | Jun 13, 2023 | Deep Reinforcement LearningReinforcement Learning (RL) | CodeCode Available | 0 |
| An Open-Source Framework for Adaptive Traffic Signal Control | Sep 1, 2019 | Open-Ended Question AnsweringReinforcement Learning | CodeCode Available | 0 |
| Multi-agent Reinforcement Learning for Networked System Control | Apr 3, 2020 | Multi-agent Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| CityFlow: A Multi-Agent Reinforcement Learning Environment for Large Scale City Traffic Scenario | May 13, 2019 | Multi-agent Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Towards Multi-agent Reinforcement Learning based Traffic Signal Control through Spatio-temporal Hypergraphs | Apr 17, 2024 | Edge-computingManagement | CodeCode Available | 0 |