3 papers
cs.CV2026
MonitorVLM-v2: A Deployed Vision-Language Framework for Real-Time Safety Violation Detection
Jiang Wu, Sichao Wu, Yinsong Ma +2
Large vision--language models (VLMs) can reason step by step about complex visual scenes, but this open-ended, autoregressive chain-of-thought (CoT) approach is poorly suited to sa…
eess.SY2026
On the Optimization Landscape of Observer-based Dynamic Linear Quadratic Control
Jingliang Duan, Jie Li, Yinsong Ma +5
Understanding the optimization landscape of linear quadratic regulation (LQR) problems is fundamental to the design of efficient reinforcement learning solutions. Recent work has m…
cs.CV2026
MonitorVLM:A Vision Language Framework for Safety Violation Detection in Mining Operations
Jiang Wu, Sichao Wu, Yinsong Ma +4
Industrial accidents, particularly in high-risk domains such as surface and underground mining, are frequently caused by unsafe worker behaviors. Traditional manual inspection rema…