TopoX: A Suite of Python Packages for Machine Learning on Topological Domains
Mustafa Hajij‡, Mathilde Papillon‡, Florian Frantzen‡, ... Quang Truong, ... Nina Miolane
The Journal of Machine Learning Research (JMLR) (Vol. 25). 2024.
@article{hajij2024topox,
author = {Mustafa Hajij and Mathilde Papillon and Florian Frantzen and Jens Agerberg and Ibrahem
AlJabea and Rub{{\'e}}n Ballester and Claudio Battiloro and Guillermo Bern{{\'a}}rdez and Tolga
Birdal and Aiden Brent and Peter Chin and Sergio Escalera and Simone Fiorellino 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 Simone
Scardapane 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},
title = {TopoX: A Suite of Python Packages for Machine Learning on Topological Domains},
journal = {Journal of Machine Learning Research},
year = {2024},
volume = {25},
number = {374},
pages = {1--8},
url = {http://jmlr.org/papers/v25/24-0110.html}
}
Weisfeiler and Lehman Go Paths: Learning Topological Features via Path Complexes
Quang Truong and Peter Chin
AAAI'24: The 38th Annual AAAI Conference on Artificial Intelligence. AAAI Press. 2024.
@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}
}
TopoX: A Suite of Python Packages for Machine Learning on Topological Domains
Mustafa Hajij‡, Mathilde Papillon‡, Florian Frantzen‡, ... Quang Truong, ... Nina Miolane
The Journal of Machine Learning Research (JMLR) (Vol. 25). 2024.
@article{hajij2024topox,
author = {Mustafa Hajij and Mathilde Papillon and Florian Frantzen and Jens Agerberg and Ibrahem
AlJabea and Rub{{\'e}}n Ballester and Claudio Battiloro and Guillermo Bern{{\'a}}rdez and Tolga
Birdal and Aiden Brent and Peter Chin and Sergio Escalera and Simone Fiorellino 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 Simone
Scardapane 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},
title = {TopoX: A Suite of Python Packages for Machine Learning on Topological Domains},
journal = {Journal of Machine Learning Research},
year = {2024},
volume = {25},
number = {374},
pages = {1--8},
url = {http://jmlr.org/papers/v25/24-0110.html}
}
Weisfeiler and Lehman Go Paths: Learning Topological Features via Path Complexes
Quang Truong and Peter Chin
AAAI'24: The 38th Annual AAAI Conference on Artificial Intelligence. AAAI Press. 2024.
@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}
}
Not All Data Matters: An Efficient Approach to Multi-Domain Learning in Vehicle Re-Identification
Quang Truong and Bo Mei
ITSC'21: The 24th IEEE International Conference on Intelligent Transportation Systems. IEEE. 2021.
@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}
}
Image-based Vehicle Re-identification Model with Adaptive Attention Modules and Metadata Re-ranking
Quang Truong, Hy Dang, Zhankai Ye, Minh Nguyen, and Bo Mei.
The Boller Review: A TCU Journal of Undergraduate Research and Creativity (Vol. 5). TCU Press. 2020.
@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},
}