Shenghao Yang

Shenghao Yang

Ph.D. student

School of Computer Science

University of Waterloo


I am a second year Ph.D. student in the David R. Cheriton School of Computer Science at University of Waterloo, advised by Kimon Fountoulakis. I am a member of OpAL lab. I work on machine learning and optimization problems over graphs. Previously, I obtained a Master of Mathematics in the Department of Combinatorics & Optimization, where I worked with Ricardo Fukasawa and Laurent Poirrier.

News

Publications

  • Local Hyper-Flow Diffusion
    Kimon Fountoulakis, Pan Li, Shenghao Yang
    Neural Information Processing Systems (NeurIPS) 2021

    arXiv Slides (long) Slides (short) Code

  • Targeted Pandemic Containment Through Identifying Local Contact Network Bottlenecks
    Shenghao Yang, Priyabrata Senapati, Di Wang, Chris T. Bauch, Kimon Fountoulakis
    PLOS Computational Biology, 17(8):e1009351. 2021

    DOI arXiv Slides Code

  • Parallel and Communication Avoiding Least Angle Regression
    Swapnil Das, James Demmel, Kimon Fountoulakis, Laura Grigori, Michael W. Mahoney, Shenghao Yang
    SIAM Journal on Scientific Computing, 43(2):C154-C176. 2021

    DOI arXiv

  • p-Norm Flow Diffusion for Local Graph Clustering
    Kimon Fountoulakis, Di Wang, Shenghao Yang
    International Conference on Machine Learning (ICML) 2020

    PDF arXiv Slides Code

  • Split Cuts from Sparse Disjunctions
    Ricardo Fukasawa, Laurent Poirrier, Shenghao Yang
    Mathematical Programming Computation, 12(2):295-335. 2020

    DOI