Xuanyi Dong (董宣毅)
School of Computer Science, University of Technology Sydney (UTS)
Address: 15 Broadway, Ultimo NSW 2007, Australia
Email: xuanyi.dong [at] student.uts.edu.au

About Me ([GitHub] [Google Scholar] [Full Publications])

I am a third-year PhD candidate at School of Computer Science, University of Technology Sydney (UTS). My academic supervisor is Prof. Bogdan Gabrys. I received the bachelor's degree from School of Computer Science and Technology, Beihang University in 2016. My research interests included automated deep learning and its application to real world applications.

My research is supported by Google PhD Fellowship (2019).

Industrial Experience

Selected Publications

NAS-BENCH-201: Extending the Scope of Reproducible Neural Architecture Search
Xuanyi Dong and Yi Yang
in ICLR, 2020 (spotlight presentation)
[ Paper ] [ Code ] [ arXiv ] [ Package ] [ Dataset ] [ Poster ] [ BibTex ]
An algorithm-agnostic nas benchmark with information of 15,625 architectures on three datasets, and we also provide 10 NAS baselines.
Network Pruning via Transformable Architecture Search
Xuanyi Dong and Yi Yang
in NeurIPS, 2019
[ Paper ] [ Code ] [ Logs ] [ Project ] [ Poster ] [ BibTex ]
Search for the network shape in a differentiable way.
One-Shot Neural Architecture Search via Self-Evaluated Template Network
Xuanyi Dong and Yi Yang
in ICCV, 2019
[ Paper ] [ Code ] [ Poster ] [ BibTex ]
Equip one-shot NAS with a sampler and train network weights using uniformly sampling.
Searching for A Robust Neural Architecture in Four GPU Hours
Xuanyi Dong and Yi Yang
in CVPR, 2019
[ Paper ] [ arXiv ] [ Code ] [ BibTex ]
Propose a gradient-based searching algorithm using differentiable architecture sampling.

Academic Competitions

  • AutoCV2 2019: IMAGE + VIDEO Automated Computer Vision challenge, Rank 4st / 34 teams.
  • TRECVID 2016: Video Localization Task, Rank 1st.
  • ILSVRC 2015: Rank 3rd on Object Detection and 2nd on Object Localization.
  • ACM International Collegiate Programming Contest (ICPC) (2014~2015): 2 Gold and 1 Silver Medals.

Review Services

Journal Reviewer
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPMAI)
International Journal of Computer Vision (IJCV)
IEEE Transactions on Image Processing (TIP)
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)
Pattern Recognition (PR) [Outstanding Reviewer]
Transactions on Computational Biology and Bioinformatics (TCBB)

Conference Reviewer
Computer Vision and Pattern Recognition (CVPR) 2019, 2020
International Conference on Computer Vision (ICCV) 2019
AAAI Conference on Artificial Intelligence (AAAI) 2020
ACM Multimedia (ACM MM), 2017, 2018