Biography

I am a Scientist at the Centre for Frontier AI Research (CFAR), Agency for Science, Technology and Research (A*STAR), Singapore. I am also an Assistant Professor (Adjunct) at the National University of Singapore (NUS).

I received my Ph.D. degree at the ReLER Lab, University of Technology Sydney (UTS), Australia, under the supervision of Prof. Yi Yang.

Websites: Google Scholar and Github

News:

  • 2024.12: One papers accepted by COLING. Congratulations to Binh-Nguyen.
  • 2024.09: One papers accepted by NeurIPS. Congratulations to Lingao.
  • 2024.01: Two papers accepted by ICLR, one Oral (1.2%) and one Poster.
  • 2023.11: One paper accepted by IEEE T-PAMI.
  • 2023.09: One paper accepted by NeurIPS 2023.
  • 2023.08: Invited to serve as a Session Chair at IJCAI 2023.
  • 2023.08: Welcome to my course EE4704 at National University of Singapore (NUS).

A*STAR scholarships:

Interests
  • Deep Learning
  • Computer Vision
  • Neural Network Compression
  • Dataset Compression
Education

  • PhD in Artificial Intelligence, 2022

    University of Technology Sydney (UTS)

  • MSc in Electronic Engineering, 2017

    University of Science and Technology of China (USTC)

  • BSc in Electronic Engineering, 2014

    University of Science and Technology of China (USTC)

Selected Publications

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Binh Nguyen Nguyen, Yang He (2024). Swift Cross-Dataset Pruning: Enhancing Fine-Tuning Efficiency in Natural Language Understanding. In COLING.

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Lingao Xiao, Yang He (2024). Are Large-scale Soft Labels Necessary for Large-scale Dataset Distillation?. In NeurIPS.

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Yang He, Tianyi Joey Zhou (2024). Data-independent Module-aware Pruning for Hierarchical Vision Transformers. In ICLR.

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Yang He, Lingao Xiao, Tianyi Joey Zhou, Ivor Tsang (2024). Multisize Dataset Condensation. In ICLR Oral.

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Yang He, Lingao Xiao, Tianyi Joey Zhou (2023). You Only Condense Once: Two Rules for Pruning Condensed Datasets. In NeurIPS.

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Yang He, Yuhang Ding, Ping Liu, Linchao Zhu, Hanwang Zhang, Yi Yang (2020). Learning Filter Pruning Criteria for Deep Convolutional Neural Networks Acceleration. In CVPR.

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Yang He, Xuanyi Dong, Guoliang Kang, Yanwei Fu, Chenggang Yan, Yi Yang (2019). Asymptotic Soft Filter Pruning for Deep Convolutional Neural Networks. IEEE Trans. TCYB.

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Yang He, Ping Liu, Ziwei Wang, Zhilan Hu, Yi Yang (2019). Filter Pruning via Geometric Median for Deep Convolutional Neural Networks Acceleration. In CVPR Oral.

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Yang He, Guoliang Kang, Xuanyi Dong, Yanwei Fu, Yi Yang (2018). Soft Filter Pruning for Accelerating Deep Convolutional Neural Networks. In IJCAI.

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Experience

 
 
 
 
 
Visiting Student
Nanyang Technological University (NTU)
Aug 2019 – Feb 2020 Singapore
I was a visiting student at MReaL lab, advised by Prof. Hanwang Zhang.

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