Zhiyong Yang

Hi! I’m Zhiyong Yang(杨智勇), an Associate Professor (Tenure-track Assistant Professor) with the School of Computer Science and Technology, University of Chinese Academy of Sciences. I got my Ph.D. degree from Institute of Information Engineering, Chinese Academy of Sciences (IIE, CAS) in 2021, supervised by Prof. Qingming Huang (IEEE Fellow). I am also lucky to have opportunities to collaborate with Qianqian Xu (Professor at ICT CAS), Xiaochun Cao (Professor at Sun Yat-sen University, Shenzhen Compus, China), Yuan Yao (Professor at HKUST), Jiechao Xiong (Research Fellow at Tencent Lab AI Lab), Yuan Su (Senior Researcher at Microsoft Quantum), Ke Ma (postdoc at UCAS), Yangbangyan Jiang (Ph.D. Student at IIE, CAS), and Jingcheng Lu (Computer Science graduate student at UC Irvine).

I’m especially interested in several fundamental problems in machine learning:

I’m always looking for highly self-motivated PhD/Master students!

News

Feb 24, 2025	One paper has been accepted by TPAMI
Feb 21, 2025	I’ll be serving as an Area Chair for NeurIPS 2025
Dec 10, 2024	Three papers have been accepted by AAAI 2025
Nov 22, 2024	I’ll be serving as an Area Chair for ICML 2025
Nov 13, 2024	Our team (`Matrix666`) won the 1st place in NeurIPS 2024 Competition for LLM and Agent Safety (CLAS, Backdoor Trigger Recovery Track).
Sep 26, 2024	Two papers have been accepted by NeurIPS 2024
Aug 20, 2024	I’ll be serving as an Area Chair for ICLR 2025
Jun 25, 2024	One paper has been accepted by IJCV
Jun 9, 2024	One paper has been accepted by T-PAMI
May 7, 2024	I’ll be serving as an Area Chair for NeurIPS 2024
May 2, 2024	Three papers have been accepted by ICML 2024

Selected Papers

TPAMI IF:23.6

AUC-Oriented Domain Adaptation: From Theory to Algorithm

Zhiyong Yang , Qianqian Xu, Shilong Bao, and 4 more authors

IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023

Bib PDF Code

@article{yang2023auc-oriented,
  title = {AUC-Oriented Domain Adaptation: From Theory to Algorithm},
  author = {Yang, Zhiyong and Xu, Qianqian and Bao, Shilong and Wen, Peisong and He, Yuan and Cao, Xiaochun and Huang, Qingming},
  journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
  year = {2023},
  publisher = {IEEE},
  first_author = {Yang Zhiyong},
}

TPAMI IF:23.6

Revisiting AUC-oriented Adversarial Training with Loss-Agnostic Perturbations

Zhiyong Yang , Qianqian Xu, Wenzheng Hou, and 4 more authors

IEEE Transactions on Pattern Analysis and Machine Intelligence, 2023

Bib PDF Code

@article{yang2023revisiting,
  title = {Revisiting AUC-oriented Adversarial Training with Loss-Agnostic Perturbations},
  author = {Yang, Zhiyong and Xu, Qianqian and Hou, Wenzheng and Bao, Shilong and He, Yuan and Cao, Xiaochun and Huang, Qingming},
  journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
  year = {2023},
  publisher = {IEEE},
  first_author = {Yang Zhiyong},
}

TPAMI IF:23.6

Optimizing Two-way Partial AUC with an End-to-end Framework

Zhiyong Yang , Qianqian Xu, Shilong Bao, and 3 more authors

IEEE Transactions on Pattern Analysis and Machine Intelligence, 2022

Bib PDF Code

@article{yang2022optimizing,
  title = {Optimizing Two-way Partial AUC with an End-to-end Framework},
  author = {Yang, Zhiyong and Xu, Qianqian and Bao, Shilong and He, Yuan and Cao, Xiaochun and Huang, Qingming},
  journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
  year = {2022},
  publisher = {IEEE},
  first_author = {Yang Zhiyong}
}

TPAMI IF:23.6

Learning with Multiclass AUC: Theory and Algorithms

Zhiyong Yang , Qianqian Xu, Shilong Bao, and 2 more authors

IEEE Transactions on Pattern Analysis and Machine Intelligence, 2021

Bib PDF Code

@article{yang2021learning,
  title = {Learning with Multiclass AUC: Theory and Algorithms},
  author = {Yang, Zhiyong and Xu, Qianqian and Bao, Shilong and Cao, Xiaochun and Huang, Qingming},
  journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
  year = {2021},
  publisher = {IEEE},
  first_author = {Yang Zhiyong}
}

TPAMI IF:23.6

Task-Feature Collaborative Learning with Application to Personalized Attribute Prediction

Zhiyong Yang , Qianqian Xu, Xiaochun Cao, and 1 more author

IEEE Transactions on Pattern Analysis and Machine Intelligence, 2020

Bib PDF

@article{yang2020task,
  title = {Task-Feature Collaborative Learning with Application to Personalized Attribute Prediction},
  author = {Yang, Zhiyong and Xu, Qianqian and Cao, Xiaochun and Huang, Qingming},
  journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
  volume = {43},
  number = {11},
  pages = {4094--4110},
  year = {2020},
  publisher = {IEEE},
  first_author = {Yang Zhiyong}
}

ICML CCF-ALong Talk3%

When All We Need is a Piece of the Pie: A Generic Framework for Optimizing Two-way Partial AUC

Zhiyong Yang , Qianqian Xu, Shilong Bao, and 3 more authors

International Conference on Machine Learning, 2021

Bib PDF Code

@inproceedings{yang2021all,
  title = {When All We Need is a Piece of the Pie: A Generic Framework for Optimizing Two-way Partial AUC},
  author = {Yang, Zhiyong and Xu, Qianqian and Bao, Shilong and He, Yuan and Cao, Xiaochun and Huang, Qingming},
  booktitle = {International Conference on Machine Learning},
  pages = {11820--11829},
  year = {2021},
  organization = {PMLR},
  first_author = {Yang Zhiyong},
  awards = {Long Talk},
  rate = {3%}
}

ICML CCF-ASpotlight3.5%

Size-invariance Matters: Rethinking Metrics and Losses for Imbalanced Multi-object Salient Object Detection

Feiran Li, Qianqian Xu, Shilong Bao, and 4 more authors

International Conference on Machine Learning, 2024

Bib PDF Code Project

@inproceedings{li2024size,
  title = {Size-invariance Matters: Rethinking Metrics and Losses for Imbalanced Multi-object Salient Object Detection},
  author = {Li, Feiran and Xu, Qianqian and Bao, Shilong and Yang, Zhiyong and Cong, Runmin and Cao, Xiaochun and Huang, Qingming},
  booktitle = {International Conference on Machine Learning},
  year = {2024},
  organization = {PMLR},
  awards = {Spotlight},
  rate = {3.5%},
  first_author = {Li Feiran},
  project = {https://ferry-li.github.io/SI_SOD/},
}

NeurIPS CCF-AOral1.7%

The Minority Matters: A Diversity-Promoting Collaborative Metric Learning Algorithm

Shilong Bao, Qianqian Xu, Zhiyong Yang , and 3 more authors

Advances in Neural Information Processing Systems, 2022

Bib PDF Code

@article{bao2022minority,
  title = {The Minority Matters: A Diversity-Promoting Collaborative Metric Learning Algorithm},
  author = {Bao, Shilong and Xu, Qianqian and Yang, Zhiyong and He, Yuan and Cao, Xiaochun and Huang, Qingming},
  journal = {Advances in Neural Information Processing Systems},
  year = {2022},
  first_author = {Bao Shilong},
  awards = {Oral},
  rate = {1.7%},
}

NeurIPS CCF-ASpotlight3.1%

A Unified Generalization Analysis of Re-Weighting and Logit-Adjustment for Imbalanced Learning

Zitai Wang, Qianqian Xu, Zhiyong Yang , and 3 more authors

Advances in Neural Information Processing Systems, 2023

Bib PDF Code

@article{wang2023unified,
  title = {A Unified Generalization Analysis of Re-Weighting and Logit-Adjustment for Imbalanced Learning},
  author = {Wang, Zitai and Xu, Qianqian and Yang, Zhiyong and He, Yuan and Cao, Xiaochun and Huang, Qingming},
  journal = {Advances in Neural Information Processing Systems},
  year = {2023},
  first_author = {Wang Zitai},
  awards = {Spotlight},
  rate = {3.1%},
}

NeurIPS CCF-ASpotlight5%

OpenAUC: Towards AUC-Oriented Open-Set Recognition

Zitai Wang, Qianqian Xu, Zhiyong Yang , and 3 more authors

Advances in Neural Information Processing Systems, 2022

Bib PDF Code

@article{wang2022openauc,
  title = {OpenAUC: Towards AUC-Oriented Open-Set Recognition},
  author = {Wang, Zitai and Xu, Qianqian and Yang, Zhiyong and He, Yuan and Cao, Xiaochun and Huang, Qingming},
  journal = {Advances in Neural Information Processing Systems},
  year = {2022},
  first_author = {Wang Zitai},
  awards = {Spotlight},
  rate = {5%},
}

NeurIPS CCF-ASpotlight2.4%

DM2C: Deep Mixed-Modal Clustering

Yangbangyan Jiang, Qianqian Xu, Zhiyong Yang , and 2 more authors

Advances in Neural Information Processing Systems, 2019

Bib PDF Code

@article{jiang2019dm2c,
  title = {DM2C: Deep Mixed-Modal Clustering},
  author = {Jiang, Yangbangyan and Xu, Qianqian and Yang, Zhiyong and Cao, Xiaochun and Huang, Qingming},
  journal = {Advances in Neural Information Processing Systems},
  volume = {32},
  year = {2019},
  first_author = {Jiang Yangbangyan},
  awards = {Spotlight},
  rate = {2.4%},
}