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Yuheng Huang
MSc, University of Alberta
{First Name} dot {Last Name} {42} at {gmail} dot com

Short Bio I’m currently an MSc student at Momentum Lab, Dept. of ECE, University of Alberta, working under the supervision of Prof. Lei Ma. My research interests primarily focus on the quality assurance of complex systems, with a particular emphasis on testing, analysis, monitoring, and verification techniques. In addition, I am also interested in exploring the robustness of AI models and developing Human-Computer Interaction (HCI) solutions for machine learning (ML) development. I also possess experience in AI stack and blockchain technologies. Before joining Momentum Lab, I was fortunate to work with Prof. Haoyu Wang, Prof. Dan Pei and Prof. Yuanchun Li.

Interests

  • Quality Assurance of Complex Systems
  • Robustness of AI Models
  • Machine Learning Operations

Academia

University of Alberta
2021 - 2023
M.Sc. Electrical and Computer Engineering
Supervised by Prof. Lei Ma
Beijing University of posts and telecommunications
2017 - 2021
B.Sc. Computer Science
Supervised by Prof. Haoyu Wang and Prof. Yuanchun Li

Recent Publications

PatchCensor: Patch Robustness Certification for Transformers via Exhaustive Testing, 2023, (Special Section: AI and SE) at ACM Transactions on Software Engineering and Methodology (TOSEM'23)
Yuheng Huang , Lei Ma , Yuanchun Li

DeepLens: Interactive Out-of-distribution Data Detection in NLP Models, 2023, The ACM CHI Conference on Human Factors in Computing Systems (CHI'23)
Da Song* , Zhijie Wang* , Yuheng Huang , Lei Ma , Tianyi Zhang

DeepSeer: Interactive RNN Explanation and Debugging via State Abstraction, 2023, The ACM CHI Conference on Human Factors in Computing Systems (CHI'23)
Zhijie Wang , Yuheng Huang , Da Song , Lei Ma , Tianyi Zhang

A Semantic-aware Representation Framework for Online Log Analysis, 2020, International Conference on Computer Communications and Networks (ICCCN'20)
Weibin Meng , Ying Liu , Yuheng Huang , Shenglin Zhang , Federico Zaiter , Bingjin Chen , Dan Pei

Understanding (mis) behavior on the eosio blockchain, 2020, Proceedings of the ACM on Measurement and Analysis of Computing Systems (SIGMETRICS'20)
Yuheng Huang , Haoyu Wang , Lei Wu , Gareth Tyson , Xiapu Luo , Run Zhang , Xuanzhe Liu , Gang Huang , Xuxian Jiang


Service and Talks

[Review] Conference subreviewer for RADAS 2021, ISSRE 2022
[Review] Journal reviewer for Computers & Security, IEEE Transactions on Reliability
[Talk] Tutorial on AI Quality Assurance at SEMLA'22, Oct., 2022
[Talk] Tutorial on AI Quality Assurance at ASE'22, Oct., 2022
[Volunteer] Student volunteer at MODELS 2021

Hobby

When I'm free, I like to play video games, watch anime, and read books. Most of them are about fiction (especially Sci-Fi). For anime, I particularly like Cowboy Bebop , Ghost In The Shell , and Made in Abyss . For Sci-Fi, I'm a big fan of Cixin Liu , Vernor Steffen Vinge , Hannu Rajaniemi , and Isaac Asimov . I would say Sci-Fi shapes my dream, and those brilliant ideas are one of the biggest motivations for my research. They, together with the help of my supvervisors and friends, help me go through the hardest time.

In the second year of my undergraduate study, I was lost and in complete despair. One day I left all my work and spent the whole day writing a Sci-Fi novel with over 10,000 Chinese words. That novel, entitled Under the Tide (Chinese: 浪潮之下), received the first prize in a nationwide competition . Although I would say that was more a fluke, it still successfully coveyed an idea that I was trying to express. However, as I am unsatisfied with my writing skills, I have stopped writing for years. I hope to write something that can also encourage a kid like me in the future.