Michael Tarekegn

Math & ML research · Based in Los Angeles

About Me

I'm currently doing ML research in the math department at UCLA, where I study linear approximations to self-attention, and at Cal State LA, where I build spatiotemporal models for a NASA-funded air quality project. I'm also cofounder and CTO of the AI & Machine Learning Initiative, which teaches AI to teens.

My research interests sit where math, physics, and machine learning meet: why models train the way they do, and where cheaper approximations hold up or break down.

This year I had work on optimizer and precision interactions in PINNs accepted to the NeurIPS OPT workshop, and a paper on multilingual LLM attribution named a best paper finalist at the IEEE BigData High School Symposium. You can find the rest in more about me or on my GitHub.

Places I've worked in: UCLA, Cal State LA, Algoverse.

More about me click to expand

AI education for teens

ML research

Building things

  • Monte, which shows what your credit cards really cost you and picks the right card for every purchase (TrojanHacks 2026).
  • Hivemind, shared memory for a team’s AI coding agents: correct one agent and every agent learns (SEP Hacks 2026).
  • Ledger, an AI compliance layer for small stores.
  • CompLLM, a stylometric engine that names the LLM behind a piece of text from writing style alone.
  • Black-Scholes & Greeks, European option pricing derived from the underlying PDE.
  • Top 8 in the Citadel Securities High School Terminal with a game-playing algorithm.
Honours & Awards click to expand

Honours & Awards

  • Best Paper Finalist · IEEE BigData 2026 High School Symposium
    • One of 12 finalists out of 130 accepted papers
  • Y Combinator Startup School 2026
    • Awarded $30K+ in compute credits
  • Top 8 · Citadel Securities High School Terminal
    • Built a game-playing algorithm for Citadel's strategy competition

Selective Programs

  • WISE @ MIT
  • Up Close @ Caltech
  • Engineering Preview @ Columbia
  • FAST @ Harvey Mudd
  • PEEP @ UPenn

My Selected Research

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Projects

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