Zhicheng Guo

Background

About Zhicheng Guo

I build interpretable and trustworthy machine learning systems for high-stakes applications, including clinical decision aids and diagnostic tools. My work focuses on making ML models reliable, interpretable, and capable of enabling scientific insight discovery, not just predictive performance.I’ve worked on:• Clinical and physiological modeling (cardiac monitoring for wearables, ICU neurology monitoring)• Medical imaging and risk modeling (breast cancer risk prediction and detection)• Knowledge and concept discovery in medical and physiological data• Agentic AI frameworks and LLM post-training• LLMs for general optimization and scientific discoveryAlways happy to connect and chat about applied ML, healthcare AI, and building trustworthy systems at scale.