| A Comparative Study of Algorithms for Intelligent Traffic Signal Control | Sep 2, 2021 | reinforcement-learningReinforcement Learning (RL) | CodeCode Available | 2 | 5 |
| iLLM-TSC: Integration reinforcement learning and large language model for traffic signal control policy improvement | Jul 8, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 2 | 5 |
| 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 | 5 |
| LLMLight: Large Language Models as Traffic Signal Control Agents | Dec 26, 2023 | Decision MakingManagement | CodeCode Available | 2 | 5 |
| Prompt to Transfer: Sim-to-Real Transfer for Traffic Signal Control with Prompt Learning | Aug 28, 2023 | Prompt LearningReinforcement Learning (RL) | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Efficient Pressure: Improving efficiency for signalized intersections | Dec 4, 2021 | Reinforcement Learning (RL)Traffic Signal Control | CodeCode Available | 1 | 5 |
| CoLLMLight: Cooperative Large Language Model Agents for Network-Wide Traffic Signal Control | Mar 14, 2025 | Computational EfficiencyLanguage Modeling | CodeCode Available | 1 | 5 |
| Independent Reinforcement Learning for Weakly Cooperative Multiagent Traffic Control Problem | Apr 22, 2021 | Decision Makingreinforcement-learning | CodeCode Available | 1 | 5 |
| Leveraging Queue Length and Attention Mechanisms for Enhanced Traffic Signal Control Optimization | Dec 30, 2021 | Reinforcement Learning (RL)Traffic Signal Control | CodeCode Available | 1 | 5 |
| PyTSC: A Unified Platform for Multi-Agent Reinforcement Learning in Traffic Signal Control | Oct 23, 2024 | ManagementMulti-agent Reinforcement Learning | CodeCode Available | 1 | 5 |
| ADLight: A Universal Approach of Traffic Signal Control with Augmented Data Using Reinforcement Learning | Oct 24, 2022 | Data Augmentationreinforcement-learning | CodeCode Available | 1 | 5 |
| Open-TI: Open Traffic Intelligence with Augmented Language Model | Dec 30, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| CoLight: Learning Network-level Cooperation for Traffic Signal Control | May 11, 2019 | Multi-agent Reinforcement LearningReinforcement Learning | CodeCode Available | 1 | 5 |
| Traffic Signal Cycle Control with Centralized Critic and Decentralized Actors under Varying Intervention Frequencies | Jun 12, 2024 | Traffic Signal Control | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Testing Stationarity and Change Point Detection in Reinforcement Learning | Mar 3, 2022 | Change Point Detectionreinforcement-learning | CodeCode Available | 1 | 5 |
| UniTSA: A Universal Reinforcement Learning Framework for V2X Traffic Signal Control | Dec 8, 2023 | reinforcement-learningReinforcement Learning (RL) | CodeCode Available | 1 | 5 |
| A Constrained Multi-Agent Reinforcement Learning Approach to Autonomous Traffic Signal Control | Mar 30, 2025 | FairnessMulti-agent Reinforcement Learning | CodeCode Available | 1 | 5 |
| Learning Scalable Multi-Agent Coordination by Spatial Differentiation for Traffic Signal Control | Feb 27, 2020 | Deep Reinforcement LearningGraph Attention | CodeCode Available | 1 | 5 |
| IG-RL: Inductive Graph Reinforcement Learning for Massive-Scale Traffic Signal Control | Mar 6, 2020 | Multi-agent Reinforcement Learningreinforcement-learning | CodeCode Available | 1 | 5 |
| Joint Pedestrian and Vehicle Traffic Optimization in Urban Environments using Reinforcement Learning | Apr 7, 2025 | Reinforcement Learning (RL)Traffic Signal Control | CodeCode Available | 1 | 5 |
| DiffLight: A Partial Rewards Conditioned Diffusion Model for Traffic Signal Control with Missing Data | Oct 30, 2024 | Decision MakingImputation | CodeCode Available | 1 | 5 |
| Traffic Signal Control Using Lightweight Transformers: An Offline-to-Online RL Approach | Dec 12, 2023 | Knowledge DistillationOffline RL | CodeCode Available | 1 | 5 |
| Learning to Control and Coordinate Mixed Traffic Through Robot Vehicles at Complex and Unsignalized Intersections | Jan 12, 2023 | Autonomous VehiclesMulti-agent Reinforcement Learning | CodeCode Available | 1 | 5 |
| LibSignal: An Open Library for Traffic Signal Control | Nov 19, 2022 | reinforcement-learningReinforcement Learning | CodeCode Available | 1 | 5 |
| Model-based graph reinforcement learning for inductive traffic signal control | Aug 1, 2022 | reinforcement-learningReinforcement Learning | CodeCode Available | 1 | 5 |
| MetaVIM: Meta Variationally Intrinsic Motivated Reinforcement Learning for Decentralized Traffic Signal Control | Jan 4, 2021 | Deep Reinforcement LearningMeta-Learning | CodeCode Available | 1 | 5 |
| Multi-Agent Reinforcement Learning for Traffic Signal Control through Universal Communication Method | Apr 26, 2022 | Multi-agent Reinforcement Learningreinforcement-learning | CodeCode Available | 1 | 5 |
| Towards Real-World Deployment of Reinforcement Learning for Traffic Signal Control | Mar 30, 2021 | CPUOpenAI Gym | CodeCode Available | 1 | 5 |
| A GPU-accelerated Large-scale Simulator for Transportation System Optimization Benchmarking | Jun 15, 2024 | BenchmarkingGPU | CodeCode Available | 1 | 5 |
| DataLight: Offline Data-Driven Traffic Signal Control | Mar 20, 2023 | Offline RLReinforcement Learning (RL) | CodeCode Available | 1 | 5 |
| Deep Reinforcement Q-Learning for Intelligent Traffic Signal Control with Partial Detection | Sep 29, 2021 | Q-LearningTraffic Signal Control | CodeCode Available | 1 | 5 |
| Expression might be enough: representing pressure and demand for reinforcement learning based traffic signal control | Dec 19, 2021 | Reinforcement Learning (RL)Traffic Signal Control | CodeCode Available | 1 | 5 |
| DuaLight: Enhancing Traffic Signal Control by Leveraging Scenario-Specific and Scenario-Shared Knowledge | Dec 22, 2023 | Decision MakingTraffic Signal Control | CodeCode Available | 1 | 5 |
| Multi-Agent Deep Reinforcement Learning for Large-scale Traffic Signal Control | Mar 11, 2019 | Deep Reinforcement LearningQ-Learning | CodeCode Available | 0 | 5 |
| Modeling Network-level Traffic Flow Transitions on Sparse Data | Aug 13, 2022 | Decision MakingImputation | CodeCode Available | 0 | 5 |
| MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control | Dec 20, 2024 | Graph AttentionQ-Learning | CodeCode Available | 0 | 5 |
| A Simple Traffic Signal Control Using Queue Length Information | Jun 11, 2020 | Autonomous VehiclesTraffic Signal Control | CodeCode Available | 0 | 5 |
| CoSLight: Co-optimizing Collaborator Selection and Decision-making to Enhance Traffic Signal Control | May 27, 2024 | Decision MakingTraffic Signal Control | CodeCode Available | 0 | 5 |
| Learning Phase Competition for Traffic Signal Control | May 12, 2019 | Reinforcement LearningReinforcement Learning (RL) | CodeCode Available | 0 | 5 |
| HumanLight: Incentivizing Ridesharing via Human-centric Deep Reinforcement Learning in Traffic Signal Control | Apr 5, 2023 | Deep Reinforcement LearningTraffic Signal Control | CodeCode Available | 0 | 5 |
| GuideLight: "Industrial Solution" Guidance for More Practical Traffic Signal Control Agents | Jul 15, 2024 | Reinforcement Learning (RL)Traffic Signal Control | CodeCode Available | 0 | 5 |
| 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 | 5 |
| 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 | 5 |
| Feedback-feedforward Signal Control with Exogenous Demand Estimation in Congested Urban Road Networks | Dec 12, 2023 | Traffic Signal Control | CodeCode Available | 0 | 5 |
| Generalized Phase Pressure Control Enhanced Reinforcement Learning for Traffic Signal Control | Mar 26, 2025 | Reinforcement Learning (RL)Traffic Signal Control | CodeCode Available | 0 | 5 |
| An Open-Source Framework for Adaptive Traffic Signal Control | Sep 1, 2019 | Open-Ended Question AnsweringReinforcement Learning | CodeCode Available | 0 | 5 |
| DynamicLight: Two-Stage Dynamic Traffic Signal Timing | Nov 2, 2022 | Q-LearningReinforcement Learning (RL) | CodeCode Available | 0 | 5 |
| DQN Control Solution for KDD Cup 2021 City Brain Challenge | Aug 14, 2021 | Traffic Signal Control | CodeCode Available | 0 | 5 |
