rule number 1 true to myself to recognize a passion, and to live it, without compromise

I'm a Computer Science & Statistics scientist (CLICK and See Notes)

all about futura fly free 🪐♾️ / 📸 cr: talented genius @grxiao

hi!!🤞 I'm Ping (Brandy) He

Computer Science PhD Student @ Vanderbilt University (Advisor: Prof. Soheil Kolouri, MINT-LAB)

Making GenAI/ML Efficient at Every Scale. I study how to compute more with fewer resources by co-designing efficient algorithms and systems.

Theory → Algorithms

Optimizing models through mathematical statistics theory (e.g., efficient linear attention)

↔

Systems → Infrastructure

Accelerating deployment with practical systems (e.g., low-latency serving system for T2I diffusion models)

Research Interests

Generative Modeling

Efficient Generative AI Systems

Mathematical Representation Learning

[Nov 2025] Better Datasets Start From RefineLab: Automatic Optimization for High-Quality Dataset Refinement was accepted to AAAI 2026
[May 2025] Soooooo happy and glad to join Prof. Soheil Kolouri's lab!
[Mar 2024] Logarithmic Lenses: Exploring Log RGB Data for Image Classification was accepted to CVPR 2024
[Jan 2024] Super thrilled to join Prof. Fan Lai's lab as a research intern!
[Sep 2023] Huge excited and grateful to start working with Prof. Tony Mullen's team as a research assistant!
[May 2023] Feeling lucky and happy to join Prof. Bruce Maxwell's team as a research assistant!

Computer Science — Notes