Dashan Gao

PhD Candidate

CSE department, HKUST

Email: dgaoaa@connect.ust.hk

Supervisor: Qiang Yang, Xin Yao

中文版

Research Interest

Publications

  1. Dashan Gao, Sheng Wan, Lixin Fan, Xin Yao, Qiang Yang. Complementary Knowledge Distillation for Robust and Privacy-Preserving Model Serving in Vertical Federated Learning. AAAI Oral (1.9%), 2024.

  2. Dashan Gao, Sheng Wan, Hanlin Gu, Lixin Fan, Xin Yao, Qiang Yang. Label Privacy Source Coding in Vertical Federated Learning. ECML, 2024.

  3. Dashan Gao, Canhui Wu, Xiaojin Zhang, Xin Yao, Qiang Yang. Secure Dataset Condensation for Privacy-Preserving and Efficient Vertical Federated Learning. ECML, 2024.

  4. Sheng Wan, Dashan Gao, Hanlin Gu, Daning Hu. FedPDD: A Privacy-Preserving Double Distillation Framework for Cross-Silo Federated Recommendation. International Joint Conference on Neural Networks (IJCNN), 2023.

  5. Dashan Gao, Yunce Zhao, Yinghua Yao, Zeqi Li, Bifei Mao, Xin Yao. Robust Deep Learning Models against Semantic-Preserving Adversarial Attack, International Joint Conference on Neural Networks (IJCNN), 2023.

  6. Dashan Gao, Xin Yao, Qiang Yang. A Survey on Heterogeneous Federated Learning, arXiv preprint arXiv:2210.04505, 2022.

  7. Dashan Gao, Ben Ta, Ce Ju, Vincent W. Zheng, Qiang Yang. Federated Factorization Machine for Secure Recommendation with Sparse Data. AAAI RSEML workshop, Virtual, 2021.

  8. Ce Ju, Ruihui Zhao, Jichao Sun, Xiguang Wei, Bo Zhao, Yang Liu, Hongshan Li, Tianjian Chen, Xinwei Zhang, Dashan Gao, Ben Tan, Han Yu and Yuan Jin. Privacy-Preserving Technology to Help Millions of People: Federated Prediction Model for Stroke Prevention. IJCAI FL Workshop, Yokohama, Japan, 2020.

  9. Dashan Gao, Ben Tan, Ce Ju, Vincent Zheng and Qiang Yang. Privacy Threats Against Federated Matrix Factorization. IJCAI FL Workshop, Yokohama, Japan, 2020.

  10. Ce Ju, Dashan Gao, Ravikiran Mane, Ben Tan, Yang Liu, and Cuntai Guan. Federated Transfer Learning for EEG Signal Classification. IEEE Engineering in Medicine and Biology Society, Montreal, Canada, 2020.

  11. Dashan Gao, Ce Ju, Xiguang Wei, Yang Liu, Tianjian Chen, and Qiang Yang. HHHFL: Hierarchical Heterogeneous Horizontal Federated Learning for Electroen-cephalography. NeurIPS Workshop on Federated Learning for Data Privacy and Confidentiality, Vancouver, Canada, 2019.

  12. Dashan Gao, Yang Liu, Aanbu Huang, Ce Ju, Han Yu and Qiang Yang, “Privacy-preserving Heterogeneous Federated Transfer Learning,” IEEE International Conference on Big Data (IEEE Big Data), Los Angeles, CA, USA, 2019.

Patents

  1. Dashan Gao, Junliang Xu and Zhijun Chen. May 8, 2020. A Kind of Reading Method, System and Terminal Equipment of Electronic Screen. CN108269460A.

  2. Dashan Gao, Ce Ju, Xiguang Wei, Yang Liu, Tianjian Chen. June 19, 2020. A kind of Federated Transfer Learning Method, Equipment and Storage for Electroencephalography Data Classification. CN111638803A.

  3. Dashan Gao, Ce Ju. Jun 19, 2020. A kind of Federated Learning Method, Equipment and Storage Based on Evolutionary Computation. CN111709534A.

  4. Dashan Gao, Ce Ju. Jun 19, 2020. A kind of Federated Learning Method, Equipment and Storage Based on Evolutionary Computation. CN111723948A.

  5. Dashan Gao, Ce Ju. Jun 19, 2020. A kind of Federated Learning Method, Equipment and Storage Based on Evolutionary Computation. CN111709535A.

  6. Ce Ju, Dashan Gao, Ben Tan, Yang Liu. Jun 10, 2020. A kind of Data Recognition Method, Equipment and Storage. CN111723740A.

  7. Dashan Gao, Ce Ju. Jul 30, 2020. A Kind of Detection Method, Equipment and Storage. CN111839495A.

  8. Dashan Gao, Ce Ju. Aug 6, 2020. A Kind of Data Processing Method, Equipment and Storage. CN111898768A.

  9. Ce Ju, Dashan Gao. Jul 31, 2020. A Kind of UAV Automatical Control Method, Equipment and Storage. CN111880568A.

  10. Xiguang Wei, Quan Li, Ce Ju, Dashan Gao, Xiang Cao, Yang Liu and Tianjian Chen. Feb 10, 2020. A kind of Horizontal Federated Learning Optimization Method, Equipment and Storage Based on Semi-Supervised Learning. CN111291897A.

  11. Xiguang Wei, Quan Li, Ce Ju, Xiang Cao, Yang Liu, Tianjian Chen and Dashan Gao. Feb 10, 2020. A Week-Supervised Machine Learning Optimization Method, Equipment, Device and Storage. CN111325320A.

  12. Ce Ju and Dashan Gao. Feb 13, 2020. A Sample Clustering Method, Equipment, Device and Readable Storage. CN111339212A.

  13. Ce Ju, Dashan Gao and Xiguang Wei. Mar 6, 2020. A Federated Model Parameter Determine Method, Equipment, Device and Storage. CN111382875A.

  14. Dashan Gao, Ben Tan, Ce Ju, Qiang Yang. Nov 27, 2020. A Kind of Method, Equipment and Storage for the Construction of Factorization Machine for Classification Tasks. CN112000987A.

  15. Dashan Gao, Ce Ju, Qiang Yang, Ben Tan, Vincent W. Zheng, Liu Yang. Dec 01, 2020. A Kind of Method, Equipment and Storage for the Construction of Factorization Machine. CN112016698A.

  16. Dashan Gao, Ce Ju, Qiang Yang, Vincent W. Zheng, Ben Tan, Liu Yang. Nov 27, 2020. A Kind of Method, Equipment and Storage for the Construction of Factorization Machine for Regression Tasks. CN112000988A.

  17. Dashan Gao, Ben Tan, Liu Yang, Ce Ju, Qiang Yang. Nov 27, 2020. A Kind of Method, Equipment and Storage for the Construction of Factorization Machine for Classification Tasks. CN111985573A.

  18. Dashan Gao, Ce Ju, Qiang Yang, Tianjian Chen, Lixin Fan. Dec 29, 2020. A Kind of Method, Equipment and Storage for Contactor Tracing. CN112153575A.

Books

  1. Qiang Yang, Yang Liu, Yong Cheng, Yan Kang, Tianjian Chen and Han Yu. Federated Learning. Morgan & Claypool, 2019. (Chapter 2 & 3)

Tutorial

Dashan Gao, “Federated Recommender System”, Jan. 2021. IJCAI2020, Yokohama, Japan.