Machine learning researcher. Chess grandmaster. Powerlifter.

I work on graph learning and foundation models at Lawrence Livermore National Laboratory. Outside the lab I compete in professional chess tournaments and in powerlifting, and I write and speak about both.

Mark Heimann
Research

Learning on graphs, and now foundation models for biology

Researcher in the Center for Applied Scientific Computing at LLNL. PhD in computer science, University of Michigan, 2020.

Publications and talks
Chess

Grandmaster, earned as an adult with a full-time research job

Active tournament player, Chess Life contributor, and available for lectures, exhibitions and lessons.

Chess and booking
Lifting

National-level raw powerlifter and national referee

Multiple-time USA Powerlifting open nationals qualifier. Third at the 2025 California state championship by bodyweight-adjusted score.

Powerlifting

Selected research

My PhD work used node and graph embeddings for problems like network alignment and role discovery. At LLNL I have worked on graph neural networks for molecular modeling, scientific image segmentation and software analysis, and more recently on foundation models for bioinformatics.

All publications
Google Scholar

Music and cooking

Playing the hammered dulcimer at home
A plate of homemade macarons

I also play a fair amount of music. I own and play a variety of instruments, of which one of my favorites is the hammered dulcimer. I've played it in a couple of weddings and other assorted events, and you can hear a bit of it in an EP some of my talented college friends put together. At last count I've performed or recorded on five musical instruments.

I enjoy cooking and baking, mainly because I prefer hobbies to chores and when I reached adulthood I realized that feeding myself would have to become one of those two things.