lilyweng.github.io

Welcome to Tsui-Wei (Lily) Weng’s Homepage!

I am a 6th year PhD student at MIT EECS working with Prof. Luca Daniel. My current research focus is studying the problem of evaluating and quantifying robustness of neural networks in machine learning. I am particularly interested in developing fast algorithms as well as theoretical analysis for robustness certifications in deep neural networks.

My contact is twweng [at] mit [dot] edu.

Education

Work experience

Research papers in Machine Learning

Neural network robustness certification (with provable guarantees)

Neural network robustness evaluation and estimation

Prior Research topics

Robust Regression and Robust PCA

Uncertainty Quantification in silicon photonics

Microwave circuits and Signal Integrity

Combinatorics