About Me (o˘◡˘o)

I'm a second-year PhD student at Imperial College.

Previously, I pursued a masters in bioinformatics and an undergrad in math and computer science from the same college.

Feel free to look around. I update this site every couple months or so.

Interests

I like to work on problems that matter, have depth, or simply are cool.

My interests are in:

  • sampling and its optimisation perspective
  • steering/fine-tuning generative models
  • modelling biomolecules

What's New

(09-24-2026) Work on diffusion-based samplers accepted to an ML conference.

(06-23-2026) Presented motif scaffolding work on London Protein Design day (a very hot day).

(11-22-2025) This panel is new! (And so are some nooks and crannies of the site)

Links & Contact

A couple links:

Email: matsagad[at]gmail[dot]com.

Miscellaneous

Other cool stuff:

Resources

I can only go so far alone. Here are the people behind assets for this site: