| 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 |
| Large-Scale Traffic Signal Control by a Nash Deep Q-network Approach | Jan 2, 2023 | Multi-agent Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| A Critical Review of Traffic Signal Control and A Novel Unified View of Reinforcement Learning and Model Predictive Control Approaches for Adaptive Traffic Signal Control | Nov 26, 2022 | Model Predictive ControlTraffic Signal Control | —Unverified | 0 |
| Reinforcement learning for traffic signal control in hybrid action space | Nov 23, 2022 | Fairnessreinforcement-learning | —Unverified | 0 |
| SafeLight: A Reinforcement Learning Method toward Collision-free Traffic Signal Control | Nov 20, 2022 | reinforcement-learningReinforcement Learning | CodeCode Available | 0 |
| LibSignal: An Open Library for Traffic Signal Control | Nov 19, 2022 | reinforcement-learningReinforcement Learning | CodeCode Available | 1 |
| DynamicLight: Two-Stage Dynamic Traffic Signal Timing | Nov 2, 2022 | Q-LearningReinforcement Learning (RL) | CodeCode Available | 0 |
| ADLight: A Universal Approach of Traffic Signal Control with Augmented Data Using Reinforcement Learning | Oct 24, 2022 | Data Augmentationreinforcement-learning | CodeCode Available | 1 |
| The Impact of Task Underspecification in Evaluating Deep Reinforcement Learning | Oct 16, 2022 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Connection-Based Scheduling for Real-Time Intersection Control | Oct 16, 2022 | SchedulingTraffic 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 |
| Modeling Network-level Traffic Flow Transitions on Sparse Data | Aug 13, 2022 | Decision MakingImputation | CodeCode Available | 0 |
| Model-based graph reinforcement learning for inductive traffic signal control | Aug 1, 2022 | reinforcement-learningReinforcement Learning | CodeCode Available | 1 |
| Scalable Model-based Policy Optimization for Decentralized Networked Systems | Jul 13, 2022 | Traffic Signal Control | —Unverified | 0 |
| EMVLight: a Multi-agent Reinforcement Learning Framework for an Emergency Vehicle Decentralized Routing and Traffic Signal Control System | Jun 27, 2022 | Multi-agent Reinforcement LearningReinforcement Learning (RL) | —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 |
| Safe and Psychologically Pleasant Traffic Signal Control with Reinforcement Learning using Action Masking | Jun 21, 2022 | reinforcement-learningReinforcement Learning (RL) | —Unverified | 0 |
| Feudal Multi-Agent Reinforcement Learning with Adaptive Network Partition for Traffic Signal Control | May 27, 2022 | Graph Neural NetworkMulti-agent Reinforcement Learning | —Unverified | 0 |
| Cooperative Reinforcement Learning on Traffic Signal Control | May 23, 2022 | reinforcement-learningReinforcement Learning | —Unverified | 0 |
| TinyLight: Adaptive Traffic Signal Control on Devices with Extremely Limited Resources | May 1, 2022 | Deep Reinforcement LearningTraffic Signal Control | —Unverified | 0 |
| Multi-Agent Reinforcement Learning for Traffic Signal Control through Universal Communication Method | Apr 26, 2022 | Multi-agent Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| DynLight: Realize dynamic phase duration with multi-level traffic signal control | Apr 7, 2022 | Traffic Signal Control | —Unverified | 0 |
| Random Ensemble Reinforcement Learning for Traffic Signal Control | Mar 10, 2022 | Ensemble Learningreinforcement-learning | —Unverified | 0 |
| Depthwise Convolution for Multi-Agent Communication with Enhanced Mean-Field Approximation | Mar 6, 2022 | Reinforcement Learning (RL)SMAC | —Unverified | 0 |
| Testing Stationarity and Change Point Detection in Reinforcement Learning | Mar 3, 2022 | Change Point Detectionreinforcement-learning | CodeCode Available | 1 |
| Learning to Help Emergency Vehicles Arrive Faster: A Cooperative Vehicle-Road Scheduling Approach | Feb 20, 2022 | Graph AttentionScheduling | —Unverified | 0 |
| Intelligent Autonomous Intersection Management | Feb 9, 2022 | Autonomous VehiclesManagement | —Unverified | 0 |
| Distributed Stochastic Model Predictive Control for an Urban Traffic Network | Jan 20, 2022 | Model Predictive ControlTraffic Signal Control | —Unverified | 0 |
| Offline Reinforcement Learning for Road Traffic Control | Jan 7, 2022 | Offline RLreinforcement-learning | —Unverified | 0 |
| Leveraging Queue Length and Attention Mechanisms for Enhanced Traffic Signal Control Optimization | Dec 30, 2021 | Reinforcement Learning (RL)Traffic Signal Control | CodeCode Available | 1 |
| 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 |
| Efficient Pressure: Improving efficiency for signalized intersections | Dec 4, 2021 | Reinforcement Learning (RL)Traffic Signal Control | CodeCode Available | 1 |
| ModelLight: Model-Based Meta-Reinforcement Learning for Traffic Signal Control | Nov 15, 2021 | Meta-LearningMeta Reinforcement Learning | —Unverified | 0 |
| Attacking Deep Reinforcement Learning-Based Traffic Signal Control Systems with Colluding Vehicles | Nov 4, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| A Decentralized Reinforcement Learning Framework for Efficient Passage of Emergency Vehicles | Oct 30, 2021 | reinforcement-learningReinforcement Learning (RL) | —Unverified | 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 |
| Scalable Traffic Signal Controls using Fog-Cloud Based Multiagent Reinforcement Learning | Oct 11, 2021 | Deep Reinforcement LearningGraph Attention | —Unverified | 0 |
| Deep Reinforcement Q-Learning for Intelligent Traffic Signal Control with Partial Detection | Sep 29, 2021 | Q-LearningTraffic Signal Control | CodeCode Available | 1 |
| Intelligent Traffic Control System by Using Image Information | Sep 21, 2021 | Traffic Signal Control | —Unverified | 0 |
| Back to Basics: Deep Reinforcement Learning in Traffic Signal Control | Sep 15, 2021 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| EMVLight: A Decentralized Reinforcement Learning Framework for Efficient Passage of Emergency Vehicles | Sep 12, 2021 | reinforcement-learningReinforcement Learning (RL) | —Unverified | 0 |
| DynSTGAT: Dynamic Spatial-Temporal Graph Attention Network for Traffic Signal Control | Sep 12, 2021 | Graph AttentionTraffic Signal Control | —Unverified | 0 |
| A Comparative Study of Algorithms for Intelligent Traffic Signal Control | Sep 2, 2021 | reinforcement-learningReinforcement Learning (RL) | CodeCode Available | 2 |
| DQN Control Solution for KDD Cup 2021 City Brain Challenge | Aug 14, 2021 | Traffic Signal Control | CodeCode Available | 0 |
| A Deep Reinforcement Learning Approach for Fair Traffic Signal Control | Jul 21, 2021 | Deep Reinforcement LearningFairness | —Unverified | 0 |
| A Deep Reinforcement Learning Approach for Traffic Signal Control Optimization | Jul 13, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Effects of Smart Traffic Signal Control on Air Quality | Jul 6, 2021 | Deep Reinforcement LearningTraffic 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 |
| Learning to Route via Theory-Guided Residual Network | May 18, 2021 | Traffic Signal Control | —Unverified | 0 |
| A probabilistic model for missing traffic volume reconstruction based on data fusion | May 6, 2021 | Traffic Signal Control | —Unverified | 0 |