Kelvin Yuxiang Huang

I am a senior undergraduate student at the University of California, Berkeley, double majoring in Computer Science and Statistics.

I will join the University of Toronto in Fall 2026 as a Ph.D. student in the Computer Science PhD Program, advised by Prof. Gururaj Saileshwar.

My research interests lie broadly in Artificial Intelligence, with a specific focus on Trustworthy AI, Vision-Language Models (VLMs), and Agentic Systems. My current goal is to build AI systems that are robust against adversarial attacks and transparent through structured observability.

Currently, I am a Researcher on Trustworthy Agentic AI at UC Berkeley, advised by Prof. Dawn Song, focusing on structured observability for agent systems. Simultaneously, I conduct independent research on adversarial robustness for LVLMs at the Blender Lab (UIUC), advised by Prof. Qingyun Wang (now at William & Mary).

Previously, I was selected for the Summer Research Programme (SRP) at HKU-EEE, where I developed a physics-aware 3D generation pipeline advised by Prof. Xihui Liu. I also served as a Lead Developer at the Levi Lab (UC Berkeley), engineering computational frameworks for vision and eye movement modeling under Prof. Dennis Levi.