zixy@seas.upenn.edu
Hi, I am Zixuan (Eve) Yi. I am a second-year CS PhD student at University of Pennsylvania, advised by Ryan Marcus and Zack Ives. Before this, I earned my bachelor degree in CS from Tsinghua University.
You can find me at Twitter @yi_zixuan, linkedin or email me zixy@seas.upenn.edu.
🇩🇪 I will be attending the SIGMOD’25 Conference at Berlin, Germany.
I am broadly interested in Machine Learning and Systems.
LimeQO: Low-Rank Learning for Offline Query Optimization.
SIGMOD’25
Zixuan Yi, Yao Tian, Zachary G. Ives, Ryan Marcus [code][paper][poster]
Regressions and large overhead time are the major concerns when machine learning based query optimizers are put into production system. We proposed the first “workload-level” query optimizer that optimize the whole workload all at once without any regressions. Leveraging the similarities between queries, we cast the problem as low-rank matrix completion - using this pure linear method gives us 100x overhead time gain! Try it out at LimeQO.