About

Hi there, I’m Mattson.

I spend my time building at the intersection of AI and the physical sciences.

Currently, I’m working on a startup that’s modernizing chemical hazard assessment.

Stay tuned.


I received my PhD from Northwestern University in 2024, where I worked on machine learning for scientific discovery and split my time between projects in drug discovery and particle physics.

Dissertation: AI for Science: Graph Machine Learning as an Instrument for Understanding, Controlling, and Creating Physical Systems

Some select projects in drug discovery, manufacturing, organic materials research, particle physics, medical imaging, quant finance and social good are highlighted below. If any of these interest you as well, I’d love to chat. I’m easiest to reach on LinkedIn.

Select Projects

Graph Generation via Adaptation

Graph Partition Learning

Graph Structure Learning

Manufacturing and physical control

Optical and Electronic Properties of Organic Materials

Quantitative Finance

Large-scale ML runtime optimization

High Performance Computing in Healthcare

AI for social good

Deep Learning Seminars

Publications

* Equal contribution.

Industrial White Papers