Quang Truong

Bio

I am a first-year Ph.D. student supervised by Dr. Jiliang Tang at Michigan State University (MSU). Before joining MSU, I did my M.S. at Dartmouth College. I also graduated summa cum laude in Computer Science at Texas Christian University.

I am broadly interested in graph-related problems. My area of specialization is at the intersections of Machine Learning on Graphs, Relational Deep Learning, and Topological Deep Learning. In the past, I had opportunities to participate in Computer Vision projects, specifically Vehicle Re-identification and 3D Object Detection.

News

• [08/2024] I will join Michigan State University as a Ph.D. student in the Department of Computer Science and Engineering! 🥳 🎉
• [03/2024] I will give a talk on Topological Deep Learning at the HPCC Special Seminar, an event hosted by the Advanced Institute of Interdisciplinary Science and Technology - HCMUT, VNU-HCM.
• [02/2024] TopoX article is now online on arXiv! TopoX is a suite of libraries facilitating deep learning on topological spaces.
• [01/2024] Our paper was mentioned in the blog Graph & Geometric ML in 2024: Where We Are and What's Next, a comprehensive review of highlights from the fields in 2023. So proud to be a part of an ever-growing community!
• [12/2023] Paper Weisfeiler and Lehman Go Paths: Learning Topological Features via Path Complexes has been accepted to AAAI 2024.
• [09/2023] We are proud to contribute our research to the TopoNetX initiative!

Publications

Most recent publications on Google Scholar.
^‡ indicates equal contribution.

• Selected
• All

@misc{hajij2024topox,
  title={TopoX: A Suite of Python Packages for Machine Learning on Topological Domains}, 
  author={Mustafa Hajij and Mathilde Papillon and Florian Frantzen and Jens Agerberg and 
  Ibrahem AlJabea and Ruben Ballester and Claudio Battiloro and Guillermo Bernárdez and 
  Tolga Birdal and Aiden Brent and Peter Chin and Sergio Escalera and Odin Hoff Gardaa and 
  Gurusankar Gopalakrishnan and Devendra Govil and Josef Hoppe and Maneel Reddy Karri and 
  Jude Khouja and Manuel Lecha and Neal Livesay and Jan Meißner and Soham Mukherjee and 
  Alexander Nikitin and Theodore Papamarkou and Jaro Pr'{i}lepok and Karthikeyan Natesan Ramamurthy and 
  Paul Rosen and Aldo Guzm'{a}n-S'{a}enz and Alessandro Salatiello and Shreyas N. Samaga and 
  Michael T. Schaub and Luca Scofano and Indro Spinelli and Lev Telyatnikov and Quang Truong and 
  Robin Walters and Maosheng Yang and Olga Zaghen and Ghada Zamzmi and Ali Zia and Nina Miolane},
  year={2024},
  eprint={2402.02441},
  archivePrefix={arXiv},
  primaryClass={cs.LG}
}

@inproceedings{truong2024weisfeiler,
  title={Weisfeiler and Lehman Go Paths: Learning Topological Features via Path Complexes},
  author={Truong, Quang and Chin, Peter},
  booktitle={Proceedings of the AAAI Conference on Artificial Intelligence},
  volume={38},
  number={14},
  pages={15382--15391},
  year={2024}
}

@misc{hajij2024topox,
  title={TopoX: A Suite of Python Packages for Machine Learning on Topological Domains}, 
  author={Mustafa Hajij and Mathilde Papillon and Florian Frantzen and Jens Agerberg and 
  Ibrahem AlJabea and Ruben Ballester and Claudio Battiloro and Guillermo Bernárdez and 
  Tolga Birdal and Aiden Brent and Peter Chin and Sergio Escalera and Odin Hoff Gardaa and 
  Gurusankar Gopalakrishnan and Devendra Govil and Josef Hoppe and Maneel Reddy Karri and 
  Jude Khouja and Manuel Lecha and Neal Livesay and Jan Meißner and Soham Mukherjee and 
  Alexander Nikitin and Theodore Papamarkou and Jaro Pr'{i}lepok and Karthikeyan Natesan Ramamurthy and 
  Paul Rosen and Aldo Guzm'{a}n-S'{a}enz and Alessandro Salatiello and Shreyas N. Samaga and 
  Michael T. Schaub and Luca Scofano and Indro Spinelli and Lev Telyatnikov and Quang Truong and 
  Robin Walters and Maosheng Yang and Olga Zaghen and Ghada Zamzmi and Ali Zia and Nina Miolane},
  year={2024},
  eprint={2402.02441},
  archivePrefix={arXiv},
  primaryClass={cs.LG}
}

@inproceedings{truong2024weisfeiler,
  title={Weisfeiler and Lehman Go Paths: Learning Topological Features via Path Complexes},
  author={Truong, Quang and Chin, Peter},
  booktitle={Proceedings of the AAAI Conference on Artificial Intelligence},
  volume={38},
  number={14},
  pages={15382--15391},
  year={2024}
}

@inproceedings{truong2021not,
  author={Quang Truong and Bo Mei},
  booktitle={2021 IEEE International Intelligent Transportation Systems Conference (ITSC)}, 
  title={Not All Data Matters: An Efficient Approach to Multi-Domain Learning in Vehicle Re-Identification}, 
  year={2021},
  volume={},
  number={},
  pages={1278-1285},
  doi={10.1109/ITSC48978.2021.9564945}
}

@article{truong2020imagebased,
  title={Image-based Vehicle Re-identification Model with Adaptive Attention Modules and Metadata Re-ranking},
  author={Quang Truong and Hy Dang and Zhankai Ye and Minh Nguyen and Bo Mei},
  journal={The Boller Review},
  volume={5},
  publisher={TCU Press},
  year={2020},
  doi={10.18776/tcu/br/5/130},
}

CV

Full CV in PDF.

• Michigan State University 2024 - Present

  Ph.D. Student
  Computer Science
  Advisor: Dr. Jiliang Tang
• Dartmouth College 2022 - 2024

  M.S. Student
  Engineering Sciences
  Advisor: Dr. Peter Chin
• University of Illinois at Chicago 2021 - 2022

  Research Intern
  Vision Lab, Department of Computer Science
  Advisor: Dr. Wei Tang
• Texas Christian University 2019 - 2022

  B.S. Student
  Computer Science
  Summa Cum Laude
  Advisor: Dr. Bo Mei

Talks

[03/2024] Talk about Topological Deep Learning at HPCC Special Seminar: Decoding Computational Challenges, hosted by the Advanced Institute of Interdisciplinary Science and Technology - HCMUT, VNU-HCM.

Teaching

• [Winter 2024] ENGS 96: Mathematics for Machine Learning - Teaching Assistant, Dartmouth College.

Misc.

Acknowledgement