Shoukang Hu

I am currently a Research Fellow at MMLab@NTU, Nanyang Technological University, working with Prof. Ziwei Liu.

Prior to that, I obtained the Ph.D. degree in The Chinese Univeristy of Hong Kong under the supervision of Prof. Xunying Liu, and the B.Eng. Degree in Mechanical and Electrical Engineering from University of Electronic Science and Technology of China in 2017.


Email: shoukang [dot] hu [at] gmail.com

Google Scholar  |  GitHub

Research

My current research topics are 3D Vision, Speech Recognition and Automated Machine Learning.

News

  • [Jan. 2022] One paper got accepted by TASLP!
  • [Jan. 2022] One paper got accepted by ICLR 2022!
  • [Feb. 2021] I will serve as a reviewer for INTERSPEECH 2021!
  • [Jan. 2021] One paper got accepted by ICASSP 2021!
  • [Jan. 2021] Our SNAS analysis paper is accepted by AISTATS 2021!
  • [Jan. 2021] Our Bayesian Learning paper on LF-MMI trained TDNN is accepted by TASLP!
  • [Apr. 2020] Our DSNAS paper is accepted by CVPR 2020!

Conference Papers

* denotes equal contribution

Generalizing Few-Shot NAS with Gradient Matching
Shoukang Hu*, Ruocheng Wang*, Lanqing Hong, Zhenguo Li, Cho-Jui Hsieh, Jiashi Feng
In International Conference on Learning Representations (ICLR), 2022.
[Pdf] [Code] [Zhihu]

Neural Architecture Search For LF-MMI Trained Time Delay Neural Networks
Shoukang Hu, Xurong Xie, Shansong Liu, Mingyu Cui, Mengzhe Geng, Xunying Liu, Helen Meng
In International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2021.
[Pdf] [Code]

Understanding the wiring evolution in differentiable neural architecture search
Sirui Xie*, Shoukang Hu*, Xinjiang Wang, Chunxiao Liu, Jianping Shi, Xunying Liu, Dahua Lin
In International Conference on Artificial Intelligence and Statistics (AISTATS), 2021.
[Pdf] [Code] [Zhihu]

DSNAS: Direct Neural Architecture Search without Parameter Retraining
Shoukang Hu*, Sirui Xie*, Hehui Zheng, Chunxiao Liu, Jianping Shi, Xunying Liu, Dahua Lin
In Conference on Computer Vision and Pattern Recognition (CVPR), 2020.
[Pdf] [Code] [Zhihu]

LF-MMI Training of Bayesian and Gaussian Process Time Delay Neural Networks for Speech Recognition
Shoukang Hu, Xurong Xie, Shansong Liu, Max W. Y. Lam, Jianwei Yu, Xixin Wu, Xunying Liu, Helen Meng
In INTERSPEECH 2019.
[Pdf] [Code]

Gaussian Process Neural Networks for Speech Recognition
Max W. Y. Lam*, Shoukang Hu*, Xurong Xie, Shansong Liu, Jianwei Yu, Rongfeng Su, Xunying Liu, Helen Meng
In INTERSPEECH 2018.
[Pdf]

BLHUC: Bayesian learning of hidden unit contributions for deep neural network speaker adaptation
Xurong Xie, Xunying Liu, Tan Lee, Shoukang Hu, Lan Wang
In International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2019. Best Student Paper Award
[Pdf] [Code]

Exploiting Visual Features Using Bayesian Gated Neural Networks for Disordered Speech Recognition
Shansong Liu, Shoukang Hu, Yi Wang, Jianwei Yu, Rongfeng Su, Xunying Liu, Helen Meng
In INTERSPEECH 2019. Best Student Paper Award Nomination
[Pdf]

Journal Papers

* denotes equal contribution

Neural Architecture Search For LF-MMI Trained Time Delay Neural Networks
Shoukang Hu, Xurong Xie, Mingyu Cui*, Jiajun Deng*, Shansong Liu, Jianwei Yu, Mengzhe Geng, Xunying Liu, Helen Meng
In IEEE/ACM Transactions on Audio, Speech, and Language Processing (TASLP).
[Pdf] [Code]

Recent Progress in the CUHK Dysarthric Speech Recognition System
Shansong Liu*, Mengzhe Geng*, Shoukang Hu*, Xurong Xie*, Mingyu Cui, Jianwei Yu, Xunying Liu, Helen Meng
In IEEE/ACM Transactions on Audio, Speech, and Language Processing (TASLP).
[Pdf]

Bayesian Learning of LF-MMI Trained Time Delay Neural Networks for Speech Recognition
Shoukang Hu, Xurong Xie, Shansong Liu, Jianwei Yu, Zi Ye, Mengzhe Geng, Xunying Liu, Helen Meng
In IEEE/ACM Transactions on Audio, Speech, and Language Processing (TASLP).
[Pdf] [Code]

Demo

    The CUHK Dysarthric Speech Recognition Systems for English and Cantonese, INTERSPEECH 2019 Show & Tell [Pdf] [Demo]

Services

    Reviewer of AAAI, AISTATS, NeurIPS, ICML, ICASSP, INTERSPEECH

Selected Rewards

  • ISCA Yajie Miao Memorial Grant Winner
  • CUHK Postgraduate Student Scholarship
  • National Scholarship awarded by the Ministry of Education of China in 2015 & 2016

Working Experience

  • Research Intern at Huawei Noah's Ark Lab, AI Theory Group (2021 Summer)
  • Research Intern at Sensetime Research, Hong Kong (2019 Summer)
  • Visiting Student at SIAT, Chinese Academy of Sciences (Dec. 2016 - May. 2017)


Good artists copy.