[email protected]

I’m a fourth-year undergraduate studying math at USC. I am broadly interested in theoretical computer science and machine learning.

Outside of research, I’m fortunate to advise Project Launch,$^1$ a nonprofit that creates mentorship opportunities for high school students in LA.

Research

(*) denotes equal contribution

• When is Multicalibration Post-Processing Necessary? DH*, Siddartha Devic*, Preetum Nakkiran, Vatsal Sharan Neural Information Processing Systems (Neurips) 2024. [arxiv] [pdf]

Other work

• Characterizing the implicit bias of gradient descent via primal-dual analysis; extensions to SGD with Julian Asilis

  Primal-dual GD

• Everywhere continuous, nowhere differentiable functions, and the Gibbs phenomenon

  Continuous, non-differentiable

• Benchmark repository for multicalibration post-processing with Siddartha Devic [GitHub]

Course notes

Varying degree of completeness.

• [pdfs]

$^1$projectlaunch.net