Xiuyu Li

I am joining the EECS department at UC Berkeley in Fall 2022 as a Ph.D. student!

Previously, I received a B.A. in Computer Science and Math from Cornell University. During my undergrad years, I was fortunate to work with Prof. Zhiru Zhang, Prof. Vitaly Shmatikov, and Prof. Song Han.

My research interests lie in efficient, scalable and privacy-preserving machine learning systems. I am also broadly interested in learning for graph-structured data and 3D point clouds.

Email: xiuyu [at] berkeley [dot] edu

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News



Publications

(* indicates equal contribution)
TorchSparse: Efficient Point Cloud Inference Engine
Haotian Tang*, Zhijian Liu*, Xiuyu Li*, Yujun Lin, Song Han
Conference on Machine Learning and Systems (MLSys), 2022
[abs]  [arXiv]  [pdf]  [code]  [website]

GARNET: Reduced-Rank Topology Learning for Robust and Scalable Graph Neural Networks
Chenhui Deng, Xiuyu Li, Zhuo Feng, Zhiru Zhang
Preprint. Under Review, 2022
[abs]  [arXiv]  [pdf]

Large Scale Learning on Non-Homophilous Graphs: New Benchmarks and Strong Simple Methods
Derek Lim*, Felix Hohne*, Xiuyu Li*, Sijia Linda Huang, Vaishnavi Gupta, Omkar Bhalerao, Ser-Nam Lim
Advances in Neural Information Processing Systems (NeurIPS), 2021
Previous version: New Benchmarks for Learning on Non-Homophilous Graphs
The Web Conference (WWW) Workshop on Graph Learning Benchmarks, 2021
[workshop arXiv]  [workshop pdf]  [workshop code & datasets]

[abs]  [arXiv]  [pdf]  [code & datasets]


Experience


Praxis Pioneering

Machine Learning Engineer Intern
Jan 2022 - May 2022

Designed and built machine learning models to run businesses autonomously.

Massachusetts Institute of Technology

Research Intern
June 2021 - March 2022

Worked with Prof. Song Han on efficient machine learning algorithms and systems co-design for 3D point cloud data.

National University of Singapore

Research Intern
May 2019 - July 2019

Worked with Prof. Wei Wang on developing SINGA-Auto, a distributed system that trains and deploys machine learning models using AutoML.



Activities


Cornell University Artificial Intelligence

Co-President
June 2021 - Present

Undergraduate Researcher
Sept 2019 - Present



Teaching


Teaching Assistant:


Services


Reviewing:


Misc




© Xiuyu Li 2022