I’m a 4th year PhD student in the computer science department of Purdue University. I’m fortunate to be advised by Prof. David F. Gleich. Prior to coming to Purdue, I obtained my Master of Science degree in computer science from Georgia Institute of Technology, where I worked with Prof. Richard Peng and Prof. Diyi Yang. Before that I got my bachelor’s degree from Dalian University of Technology.
I’m broadly interested in graph algorithms, network science, matrix computations.
When not doing research, I enjoy rock climbing, running and hiking. I used to do some competitive programming(codeforces).
Publications
\(^*\) stands for equal contribution and italics refers to alphabetical order.
Preprints
Suboptimality bounds for trace-bounded SDPs enable a faster and scalable low-rank SDP solver SDPLR+.
Yufan Huang, David F. Gleich.
[paper | code]A Cheeger Inequality for Size-Specific Conductance.
Yufan Huang, David F. Gleich.
[paper]
Scholarly Publications
Faster single-source shortest paths with negative real weights via proper hop distance.
Yufan Huang, Peter Jin, Kent Quanrud.
The 36th ACM-SIAM Symposium on Discrete Algorithms (SODA 2025).
[paper]Densest Subhypergraph: Negative Supermodular Functions and Strongly Localized Methods.
Yufan Huang, David F. Gleich, and Nate Veldt.
Proceedings of the ACM Web Conference, WWW 2024.
[paper | code| video]Theoretical bounds on the network community profile from low-rank semi-definite programming.
Yufan Huang, C. Seshadhri, and David F. Gleich.
Proceedings of the 40th International Conference on Machine Learning, ICML 2023.
[paper | code | video]A flexible pagerank-based graph embedding framework closely related to spectral eigenvector embeddings.
Disha Shur\(^*\), Yufan Huang\(^*\), and David F. Gleich.
Journal of Applied and Computational Topology, 2023.
[paper | code]Hardness of Graph-Structured Algebraic and Symbolic Problems.
Jingbang Chen, Yu Gao, Yufan Huang, Richard Peng, and Runze Wang.
Algorithms and Data Structures Symposium, WADS 2023.
[paper]Continual Learning for Text Classification with Information Disentanglement Based Regularization.
Yufan Huang\(^*\), Yanzhe Zhang\(^*\), Jiaao Chen, Xuezhi Wang, Diyi Yang. North American Chapter of the Association for Computational Linguistics, NAACL 2021.
[paper | code | video]
Teaching
Teaching Assistant
Purdue University
- CS251: Data Structures(Fall 2021)
- CS515: Matrix Computations(Fall 2022)
Georgia Institute of Technology
- CS4510: Automata and Complexity(Spring 2020, Fall 2020)
- CS6515: Introduction to Graduate Algorithms(Summer 2020)
- CS3510: Design and Analysis of Algorithms(Spring 2021)