Latest Research in Traffic control and management

30 research papers · 0.0 average citations · 2026 median publication year

Top Research Topics in Traffic control and management

Highest-Cited Papers

  1. Explainable deep learning improves human mental models of self-driving cars (1 citations)
  2. SmartSwitchLight: Interpretable multi-agent reinforcement learning for adaptive traffic signal control via generative artificial intelligence based supervisory decision making
  3. A framework for benchmarking traffic signal control robustness under incidents: comparative study of reinforcement learning-based methods
  4. Hybrid-RL-RB: A Constraint-Aware Reinforcement Learning and Rule-Based Algorithm for Multi-Intersection Traffic Signal Control
  5. A Map-Aware Destination Prediction Model for Location-Based Consumer Electronics
  6. TrafficGamer: Reliable and Flexible Traffic Simulation for Safety-Critical Scenarios with Game-Theoretic Oracles
  7. MulRobBench: A Decision-Level Benchmark for Safe and Security-Policy-Compliant Multimodal UAV Agents
  8. LLM-Driven Signal Control Method for Signalized Intersections with Mixed Traffic Flow
  9. Multi-Agent Deep Reinforcement Learning for Regional Traffic Signal Control Based on Dynamic Weight Decomposition
  10. Real-Time Pedestrian Crossing Intent Prediction and Risk Assessment Framework Using Skeleton Graph Convolutional Networks
  11. Stabilizing Traffic Flow Via Autonomous Vehicles: A Less Conservative Approach
  12. TrajFusionNet+: Transformer-Based Prediction of Pedestrian Crossing Intention via Fusion of Trajectory Representations and Scene Graphs
  13. Multi-agent meta-reinforcement learning based on contrastive predictive coding—For rapid adaptive traffic control after emergencies
  14. Traffic smoothing through automated vehicle control with optimal parameter selection
  15. When context is not enough: Modeling unexplained variability in car-following behavior
  16. Hyperspectral Trajectory Image for Multi-Month Trajectory Anomaly Detection
  17. Task-Oriented Semantic Communication for Hazard Warning and Remote Operation in Connected Vehicle Platoons
  18. Coupling response mechanism between the operational state of arterial traffic flow and carbon emissions under the goal of urban energy conservation and emission reduction
  19. CoLMIN: LLM-based Multi-Decision Path Negotiation for Cooperative Autonomous Driving
  20. TraveL: Transformer-based Multi-view Path Distributional Representation Learning
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L3 Region - - 2026 Sep Q3

Traffic control and management

30 papers

Top Topics (10)

Traffic control and management10
Autonomous Vehicle Technology and Safety4
Robotics3
Machine Learning3
Artificial Intelligence2
Systems and Control2
Computer Vision and Pattern Recognition2
Human Mobility and Location-Based Analysis1
Multiagent Systems1
Networking and Internet Architecture1

Top Publications (20)

1.Explainable deep learning improves human mental models of self-driving cars1c2.SmartSwitchLight: Interpretable multi-agent reinforcement learning for adaptive traffic signal control via generative artificial intelligence based supervisory decision making3.A framework for benchmarking traffic signal control robustness under incidents: comparative study of reinforcement learning-based methods4.Hybrid-RL-RB: A Constraint-Aware Reinforcement Learning and Rule-Based Algorithm for Multi-Intersection Traffic Signal Control5.A Map-Aware Destination Prediction Model for Location-Based Consumer Electronics6.TrafficGamer: Reliable and Flexible Traffic Simulation for Safety-Critical Scenarios with Game-Theoretic Oracles7.MulRobBench: A Decision-Level Benchmark for Safe and Security-Policy-Compliant Multimodal UAV Agents8.LLM-Driven Signal Control Method for Signalized Intersections with Mixed Traffic Flow9.Multi-Agent Deep Reinforcement Learning for Regional Traffic Signal Control Based on Dynamic Weight Decomposition10.Real-Time Pedestrian Crossing Intent Prediction and Risk Assessment Framework Using Skeleton Graph Convolutional Networks11.Stabilizing Traffic Flow Via Autonomous Vehicles: A Less Conservative Approach12.TrajFusionNet+: Transformer-Based Prediction of Pedestrian Crossing Intention via Fusion of Trajectory Representations and Scene Graphs13.Multi-agent meta-reinforcement learning based on contrastive predictive coding—For rapid adaptive traffic control after emergencies14.Traffic smoothing through automated vehicle control with optimal parameter selection15.When context is not enough: Modeling unexplained variability in car-following behavior16.Hyperspectral Trajectory Image for Multi-Month Trajectory Anomaly Detection17.Task-Oriented Semantic Communication for Hazard Warning and Remote Operation in Connected Vehicle Platoons18.Coupling response mechanism between the operational state of arterial traffic flow and carbon emissions under the goal of urban energy conservation and emission reduction19.CoLMIN: LLM-based Multi-Decision Path Negotiation for Cooperative Autonomous Driving20.TraveL: Transformer-based Multi-view Path Distributional Representation Learning
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