Posts by Collection

portfolio

Indoor Climbing

Published:

Bouldering has been my favorite sport since Fall 2024, especially on steep overhangs.

Xena

Published:

Xena is an American Shorthair tuxedo cat whom I adopted with two of my closest undergraduate friends.

publications

Robust Learning of a Group DRO Neuron

Published in International Conference on Artificial Intelligence and Statistics (AISTATS 2026), 2026

Accepted to AISTATS 2026 (Poster). We study learning a single neuron under regularized Group DRO and give an efficient algorithm with provable guarantees.

Recommended citation: Guyang (Kevin) Cao, Shuyao Li, Sushrut Karmalkar, Jelena Diakonikolas. (2026). "Robust Learning of a Group DRO Neuron." AISTATS 2026.
Download Paper

Efficiently Learning Drifting Halfspaces with Massart Noise

Published in International Conference on Machine Learning (ICML 2026), 2026

Accepted to ICML 2026. We give efficient algorithms for learning drifting margin halfspaces under Massart noise and establish statistical-computational tradeoffs.

Recommended citation: Mingchen Ma, Guyang Cao, Jelena Diakonikolas, Ilias Diakonikolas. (2026). "Efficiently Learning Drifting Halfspaces with Massart Noise." Proceedings of the 43rd International Conference on Machine Learning (ICML 2026).
Download Paper

teaching

CS 220: Data Science Programming I

Undergraduate course, University of Wisconsin–Madison, Department of Computer Sciences, 2026

Teaching assistant for an introductory course in Python programming and data science.

CS 412: Introduction to Numerical Methods

Undergraduate course, University of Wisconsin–Madison, Department of Computer Sciences, 2026

Teaching assistant for an undergraduate course in numerical methods and scientific computing.