activity
20202026
most citedFT-AED: Benchmark Dataset for Early Freeway Traffic Anomalous Event Detection

4 citations · 4 across the 14 of their papers we have counts for

collaborators

17 papers

cs.CV2026

Diagnosis of Human Object Interaction Detectors for Real World Educational Applications

Divya Mereddy, Ashwin Tudur Sadashiva, Marcos Quinones-Grueiro +1

Human-object interaction (HOI) recognition is critical for automatically analyzing student behavior in complex educational environments. Although state-of-the-art (SOTA) HOI detect…

eess.SY2026

Enabling Real-Time Phase Control in Traffic Signal Hardware-in-the-Loop Simulation

Zhiyao Zhang, Gergely Zachár, William Barbour +4

Advanced Traffic Signal Control (TSC) algorithms require real-time phase control, yet existing Hardware-in-the-Loop Simulation (HILS) testbeds only support pre-programmed timing pl…

cs.LG2026

Safe Continual Reinforcement Learning in Non-stationary Environments

Austin Coursey, Abel Diaz-Gonzalez, Marcos Quinones-Grueiro +1

Reinforcement learning (RL) offers a compelling data-driven paradigm for synthesizing controllers for complex systems when accurate physical models are unavailable; however, most e…

cs.CV2025

Video-Based Performance Evaluation for ECR Drills in Synthetic Training Environments

Surya Rayala, Marcos Quinones-Grueiro, Naveeduddin Mohammed +5

Effective urban warfare training requires situational awareness and muscle memory, developed through repeated practice in realistic yet controlled environments. A key drill, Enter…

cs.CV2025

Trainee Action Recognition through Interaction Analysis in CCATT Mixed-Reality Training

Divya Mereddy, Marcos Quinones-Grueiro, Ashwin T S +7

This study examines how Critical Care Air Transport Team (CCATT) members are trained using mixed-reality simulations that replicate the high-pressure conditions of aeromedical evac…

eess.SY20251 cited

Real-World Deployment and Assessment of a Multi-Agent Reinforcement Learning-Based Variable Speed Limit Control System

Yuhang Zhang, Zhiyao Zhang, Junyi Ji +7

This article presents the first field deployment of a multi-agent reinforcement learning (MARL) based variable speed limit (VSL) control system on Interstate 24 (I-24) near Nashvil…