Song Bian

Ph.D. Student

Rm 6352, UW-Madison CS Building
Dept. of Computer Science
The University of Wisconsin-Madison

Email: songbian at cs dot wisc dot edu


Biography

I am a third-year Ph.D. student at the University of Wisconsin-Madison (UW-Madison). I am fortunate to work with Prof. Shivaram Venkataraman. Previously, I completed my M.Phil. at The Chinese University of Hong Kong, advised by Prof. Jeffrey Xu Yu, and my B.S. at Zhejiang University, advised by Prof. Yunjun Gao.

My research interests are Machine Learning Systems and Data Science

Selected Publications [Google Scholar]

               
Does Compressing Activations Help Model Parallel Training?
Song Bian*, Dacheng Li*, Hongyi Wang, Eric P. Xing, Shivaram Venkataraman
Proceedings of Machine Learning and Systems (MLSys), 2024. [paper][code]

Naive Bayes Classifiers over Missing Data: Decision and Poisoning
Song Bian*, Xiating Ouyang*, Zhiwei Fan, Paraschos Koutris
International Conference on Machine Learning (ICML), 2024. [paper][code]

DataPrep.EDA: Task-Centric Exploratory Data Analysis for Statistical Modeling in Python
Jinglin Peng*, Weiyuan Wu*, Brandon Lockhart, Song Bian, Jing Nathan Yan, Linghao Xu, Zhixuan Chi, Jeff Rzeszotarski, Jiannan Wang
Proceedings of the ACM SIGMOD International Conference on Management of Data (SIGMOD), 2021. [paper][code]

Efficient Algorithms for Budgeted Influence Maximization on Massive Social Networks
Song Bian, Qintian Guo, Sibo Wang, Jeffrey Xu Yu
Proceedings of the VLDB Endowment (PVLDB), 2020. [paper][code]

SimGNN: A Neural Network Approach to Fast Graph Similarity Computation
Yunsheng Bai, Hao Ding, Song Bian, Ting Chen, Yizhou Sun, Wei Wang.
ACM International Conference on Web Search and Data Mining (WSDM), 2019. [paper][code]

Manuscripts

   
Are Powerful Graph Neural Nets Necessary? A Dissection on Graph Classification
Ting Chen, Song Bian, Yizhou Sun
Technical Report , 2019. [paper][code]

Experience

Service

International Conference on Machine Learning (ICML): 2024, 2023, 2022
Neural Information Processing Systems (NeurIPS): 2023, 2022
International Conference on Learning Representations (ICLR): 2024

Teaching

CS564 Database Management Systems: Design and Implementation, 2021 Fall & 2022 Spring


© Song Bian | Last updated: May 2024