| Optimizing Traffic Signal Control using High-Dimensional State Representation and Efficient Deep Reinforcement Learning | Nov 12, 2024 | Deep Reinforcement LearningModel Compression | —Unverified | 0 | 0 |
| Partially Detected Intelligent Traffic Signal Control: Environmental Adaptation | Oct 23, 2019 | Q-LearningReinforcement Learning | —Unverified | 0 | 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 | 0 |
| Phase Re-service in Reinforcement Learning Traffic Signal Control | Jul 20, 2024 | reinforcement-learningReinforcement Learning | —Unverified | 0 | 0 |
| Privacy-Preserving Adaptive Traffic Signal Control in a Connected Vehicle Environment | May 12, 2023 | Privacy PreservingTraffic Signal Control | —Unverified | 0 | 0 |
| Quantifying the Impact of Non-Stationarity in Reinforcement Learning-Based Traffic Signal Control | Apr 9, 2020 | Reinforcement LearningReinforcement Learning (RL) | —Unverified | 0 | 0 |
| Random Ensemble Reinforcement Learning for Traffic Signal Control | Mar 10, 2022 | Ensemble Learningreinforcement-learning | —Unverified | 0 | 0 |
| Real-Time Network-Level Traffic Signal Control: An Explicit Multiagent Coordination Method | Jun 15, 2023 | Reinforcement Learning (RL)Traffic Signal Control | —Unverified | 0 | 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 | 0 |
| Reinforcement Learning for Traffic Signal Control: Comparison with Commercial Systems | Apr 21, 2021 | Q-Learningreinforcement-learning | —Unverified | 0 | 0 |
| Reinforcement learning for traffic signal control in hybrid action space | Nov 23, 2022 | Fairnessreinforcement-learning | —Unverified | 0 | 0 |
| Reinforcement Learning in Non-Stationary Environments | May 10, 2019 | energy managementManagement | —Unverified | 0 | 0 |
| Robustness of Reinforcement Learning-Based Traffic Signal Control under Incidents: A Comparative Study | Jun 16, 2025 | BenchmarkingTraffic Signal Control | —Unverified | 0 | 0 |
| Safe and Efficient Coexistence of Autonomous Vehicles with Human-Driven Traffic at Signalized Intersections | Apr 7, 2025 | Autonomous VehiclesTraffic Signal Control | —Unverified | 0 | 0 |
| Safe and Psychologically Pleasant Traffic Signal Control with Reinforcement Learning using Action Masking | Jun 21, 2022 | reinforcement-learningReinforcement Learning (RL) | —Unverified | 0 | 0 |
| Scalable Multi-Objective Optimization for Robust Traffic Signal Control in Uncertain Environments | Sep 20, 2024 | Traffic Signal Control | —Unverified | 0 | 0 |
| Scalable Traffic Signal Controls using Fog-Cloud Based Multiagent Reinforcement Learning | Oct 11, 2021 | Deep Reinforcement LearningGraph Attention | —Unverified | 0 | 0 |
| SocialLight: Distributed Cooperation Learning towards Network-Wide Traffic Signal Control | Apr 20, 2023 | counterfactualCounterfactual Reasoning | —Unverified | 0 | 0 |
| Concentration bounds for temporal difference learning with linear function approximation: The case of batch data and uniform sampling | Jun 11, 2013 | Multi-Armed BanditsNews Recommendation | —Unverified | 0 | 0 |
| Tensor-based Cooperative Control for Large Scale Multi-intersection Traffic Signal Using Deep Reinforcement Learning and Imitation Learning | Sep 30, 2019 | Deep Reinforcement LearningImitation Learning | —Unverified | 0 | 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 | 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 | 0 |
| TinyLight: Adaptive Traffic Signal Control on Devices with Extremely Limited Resources | May 1, 2022 | Deep Reinforcement LearningTraffic Signal Control | —Unverified | 0 | 0 |
| Toward Dependency Dynamics in Multi-Agent Reinforcement Learning for Traffic Signal Control | Feb 23, 2025 | Multi-agent Reinforcement LearningReinforcement Learning (RL) | —Unverified | 0 | 0 |
| Traffic Co-Simulation Framework Empowered by Infrastructure Camera Sensing and Reinforcement Learning | Dec 5, 2024 | Multi-agent Reinforcement Learningreinforcement-learning | —Unverified | 0 | 0 |
| Traffic Density Estimation using a Convolutional Neural Network | Sep 5, 2018 | BIG-bench Machine LearningDensity Estimation | —Unverified | 0 | 0 |
| Traffic Signal Control and Speed Offset Coordination Using Q-Learning for Arterial Road Networks | Apr 9, 2024 | Q-LearningTraffic Signal Control | —Unverified | 0 | 0 |
| Traffic signal control optimization under severe incident conditions using Genetic Algorithm | Jun 11, 2019 | Traffic Signal Control | —Unverified | 0 | 0 |
| Traffic Signal Control with Communicative Deep Reinforcement Learning Agents: a Case Study | Jul 3, 2021 | Deep Reinforcement LearningMulti-agent Reinforcement Learning | —Unverified | 0 | 0 |
| TransferLight: Zero-Shot Traffic Signal Control on any Road-Network | Dec 12, 2024 | Graph Neural NetworkTraffic Signal Control | —Unverified | 0 | 0 |
| TuSeRACT: Turn-Sample-Based Real-Time Traffic Signal Control | Dec 13, 2018 | SchedulingTraffic Signal Control | —Unverified | 0 | 0 |
| Unicorn: A Universal and Collaborative Reinforcement Learning Approach Towards Generalizable Network-Wide Traffic Signal Control | Mar 14, 2025 | Contrastive LearningMulti-agent Reinforcement Learning | —Unverified | 0 | 0 |
| Uninterrupted Maximum Flow on Signalized Traffic Networks | Apr 25, 2024 | Traffic Signal Control | —Unverified | 0 | 0 |
| Using a Deep Reinforcement Learning Agent for Traffic Signal Control | Nov 3, 2016 | Deep Reinforcement LearningQ-Learning | —Unverified | 0 | 0 |
| Using AI for Mitigating the Impact of Network Delay in Cloud-based Intelligent Traffic Signal Control | Feb 19, 2020 | Cloud ComputingReinforcement Learning | —Unverified | 0 | 0 |
| Using a single actor to output personalized policy for different intersections | Mar 10, 2025 | Graph AttentionMulti-agent Reinforcement Learning | —Unverified | 0 | 0 |
| Bayesian Meta-reinforcement Learning for Traffic Signal Control | Oct 1, 2020 | Continual LearningMeta-Learning | —Unverified | 0 | 0 |
| Variance-Constrained Actor-Critic Algorithms for Discounted and Average Reward MDPs | Mar 25, 2014 | Decision MakingSequential Decision Making | —Unverified | 0 | 0 |
| VLMLight: Traffic Signal Control via Vision-Language Meta-Control and Dual-Branch Reasoning | May 26, 2025 | Large Language ModelReinforcement Learning (RL) | —Unverified | 0 | 0 |
| The Impact of Task Underspecification in Evaluating Deep Reinforcement Learning | Oct 16, 2022 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 | 0 |
| A CAV-based perimeter-free regional traffic control strategy utilizing existing parking infrastructure | Dec 5, 2024 | Traffic Signal Control | —Unverified | 0 | 0 |
| A Computationally Efficient Bi-level Coordination Framework for CAVs at Unsignalized Intersections | Sep 12, 2023 | SchedulingTraffic Signal Control | —Unverified | 0 | 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 | 0 |
| Actor-Critic Algorithms for Risk-Sensitive MDPs | Dec 1, 2013 | Decision MakingSequential Decision Making | —Unverified | 0 | 0 |
| Adaptive model predictive control for traffic signal timing with unknown demand and parameters | Mar 13, 2025 | Model Predictive ControlTraffic Signal Control | —Unverified | 0 | 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 | 0 |
| A Decentralized Reinforcement Learning Framework for Efficient Passage of Emergency Vehicles | Oct 30, 2021 | reinforcement-learningReinforcement Learning (RL) | —Unverified | 0 | 0 |
| A Deep Reinforcement Learning Approach for Traffic Signal Control Optimization | Jul 13, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 | 0 |
| A Deep Reinforcement Learning Approach for Fair Traffic Signal Control | Jul 21, 2021 | Deep Reinforcement LearningFairness | —Unverified | 0 | 0 |
| A Fully Data-Driven Approach for Realistic Traffic Signal Control Using Offline Reinforcement Learning | Nov 27, 2023 | Offline RLReinforcement Learning (RL) | —Unverified | 0 | 0 |