Molei Tao

(full) professor
School of Mathematics
Georgia Institute of Technology

(sorry I don't use LinkenIn, but I use X (Twitter))

Office: Skiles 214A
Address: 686 Cherry St NW, Atlanta GA 30332, USA
Phone: +1-404-894-3711
mtao at gatech dot edu
some other affiliations:
GT Machine Learning Center
Algorithms & Randomness Center (ARC)
Algorithms, Combinatorics & Optimization (ACO) Program
GT Decision & Control Lab
Tech AI (Internal Technical Advisory Board)

What do I do?

As an applied & computational mathematician, I'm interested in the theoretical and algorithmic foundation of machine learning. This includes

probabilistic ML, including sampling, measure transport, and (diffusion) generative modeling
deep learning theory, optimization, and geometric methods in ML; I advocate an emerging direction we call ‘dynamical systems for machine learning’
AI4Sciences (astronomy, quantum sciences, bioengineering, scientific computing, mechanical engineering, material sciences, chemistry, …)

A subset of what I'm thankful for.

(sorry if I forget to update!)

Apr 2025: Our Georgia Tech AI4Science Institute proposal was accepted.

Mar 2025: Congrats to Yuqing - Sigma Xi Award for Best Ph.D. Thesis in Georgia Tech (2024)!

Mar 2025: Congrats to Ye - multiple tenure track offers! Proud of you, and best wishes to your future endeavor!

Mar 2025: Full prof.

Jan 2025: Congrats to Yuchen, Wei, and Kevin. 3 x ICLR’25 + 1 x AISTATS’25 well deserved.

Oct 2024: Congrats to Wei for winning a Best Poster Award at international conference “Recent Advances and Future Directions for Sampling” held at Yale!

Sep 2024: Congrats to Yuqing, Ye, Lingkai, and Zhenghao. 4 x NeurIPS’24 led by us are not too shabby as theorists.

Summer 2024: Congrats to Dr. Yuqing Wang - Ph.D. in Math! Proud of you, and best wish to your next journey as a prestigious Research Fellow at the Simon's Institute at UC Berkeley!

Summer 2024: Very grateful to have received SONY Faculty Innovation Award.

…(prehistory by ML timescale)

Interested in joining our group?

1 PhD student position is available. The currently planned area is either scientific machine learning (a.k.a. AI4Science) or deep learning theory, but exceptional candidates in other areas can also be considered. Due to the large volume of inquiries, I may not be able to reply, but I will read emails carefully. If applying, please apply to one of the following Ph.D. programs: Math, CSE, Machine Learning, ACO; choose Math as the home unit, and include my name as one of your interested faculty members. Thank you for your interest.