Latest Research in Autonomous Vehicle Technology and Safety

25 research papers · 2026 median publication year

Top Research Topics in Autonomous Vehicle Technology and Safety

Highest-Cited Papers

  1. Learn2Drive: A neural network-based framework for socially compliant automated vehicle control
  2. Multivehicle speed cooperative guidance and simulation at signalized intersections in mixed traffic involving connected and automated vehicles and human-driven vehicles
  3. Trajectory CPHD Filtering for Multiple Turning Vehicles With Decoupled Orientation and Axial-Scale Estimation
  4. Style2Risk: A Closed-Loop Testing System for Safety Evaluation of Automated Vehicles Under Style-Conditioned Adversarial Interactions
  5. Moving bottlenecks in traffic flows: a well-posed fully coupled nonlocal PDE-ODE model with time delay
  6. When Correlations Mislead: Confounder-Aware Multi-View Urban Region Representation Learning
  7. An Empirical Markov Chain Car-Following (MC-CF) Model
  8. Hi-FLoop: Hierarchical State-Feedback Loops for Multi-Timescale World Modeling
  9. Beyond kinematic error: a multi-level safety-augmented calibration framework for car-following models
  10. TSMini: A Simple Yet Highly Effective Trajectory Similarity Learning Model
  11. Highly Detailed Simulation for Connected Automated Vehicle Cooperative Driving
  12. A spatio-temporal encoding-decoding model with embedded dynamic kinematic constraints for vehicle trajectory prediction in highway scenarios
  13. A Scalable Hyperparameter-Guided Synchronization Framework for Population-Informed Trajectory Generation
  14. Drive the Thoughts: Runtime Monitoring of VLA Reasoning-Trajectory Consistency
  15. Revolutionizing Turn-by-Turn Navigation with Cloud-Edge Deep Learning
  16. BehaviorWorldGen: Closing the Loop between Action Models and World Simulators via Controllable Behavior-Aware Structured World Generation
  17. Maintaining Car-Following Prediction Under Naturally Occurring Sensing Loss in an Expressway Tunnel Cluster: A Route-Specific Projector-Transformer Case Study
  18. Local Lane Graph Conditioning as a General Inductive Bias for Trajectory Prediction: A Multi-Architecture Study on the Waymo Open Motion Dataset
  19. Dynamic lane-changing trajectory planning based on spatiotemporal skewed driving risk field
  20. Spillback-constrained cooperative ramp metering for incident-affected merge areas via constrained multi-agent reinforcement learning
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
L3 Region - - 2026 Sep Q3

Autonomous Vehicle Technology and Safety

25 papers

Top Topics (10)

Autonomous Vehicle Technology and Safety7
Traffic control and management3
Machine Learning3
Robotics2
Signal Processing1
Systems and Control1
Computer Vision and Pattern Recognition1
Networking and Internet Architecture1
Data Management and Algorithms1
Software Engineering1

Top Publications (20)

1.Learn2Drive: A neural network-based framework for socially compliant automated vehicle control2.Multivehicle speed cooperative guidance and simulation at signalized intersections in mixed traffic involving connected and automated vehicles and human-driven vehicles3.Trajectory CPHD Filtering for Multiple Turning Vehicles With Decoupled Orientation and Axial-Scale Estimation4.Style2Risk: A Closed-Loop Testing System for Safety Evaluation of Automated Vehicles Under Style-Conditioned Adversarial Interactions5.Moving bottlenecks in traffic flows: a well-posed fully coupled nonlocal PDE-ODE model with time delay6.When Correlations Mislead: Confounder-Aware Multi-View Urban Region Representation Learning7.An Empirical Markov Chain Car-Following (MC-CF) Model8.Hi-FLoop: Hierarchical State-Feedback Loops for Multi-Timescale World Modeling9.Beyond kinematic error: a multi-level safety-augmented calibration framework for car-following models10.TSMini: A Simple Yet Highly Effective Trajectory Similarity Learning Model11.Highly Detailed Simulation for Connected Automated Vehicle Cooperative Driving12.A spatio-temporal encoding-decoding model with embedded dynamic kinematic constraints for vehicle trajectory prediction in highway scenarios13.A Scalable Hyperparameter-Guided Synchronization Framework for Population-Informed Trajectory Generation14.Drive the Thoughts: Runtime Monitoring of VLA Reasoning-Trajectory Consistency15.Revolutionizing Turn-by-Turn Navigation with Cloud-Edge Deep Learning16.BehaviorWorldGen: Closing the Loop between Action Models and World Simulators via Controllable Behavior-Aware Structured World Generation17.Maintaining Car-Following Prediction Under Naturally Occurring Sensing Loss in an Expressway Tunnel Cluster: A Route-Specific Projector-Transformer Case Study18.Local Lane Graph Conditioning as a General Inductive Bias for Trajectory Prediction: A Multi-Architecture Study on the Waymo Open Motion Dataset19.Dynamic lane-changing trajectory planning based on spatiotemporal skewed driving risk field20.Spillback-constrained cooperative ramp metering for incident-affected merge areas via constrained multi-agent reinforcement learning
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.