Junyi Hou (侯君宜)

Junyi Hou earned a Master of Computing in Computer Science from the National University of Singapore (NUS). He is currently a Research Assistant in the Systems & Networking Research Lab at NUS, supervised by Prof. Bingsheng He. Previously, he collaborated with Prof. Jun Wan at the National Laboratory of Pattern Recognition (NLPR), part of the Institute of Automation, Chinese Academy of Sciences (CASIA), where he led the development of a 3D human-pose estimation project, enhancing AI model deployment efficiencies. His technical expertise spans multiple programming languages and development tools, driving innovative research and impactful collaborations in computer science.

news

May 07, 2024	One paper is accepted by ICLR 2024
Mar 05, 2024	One paper is accepted by TNNLS 2024

education

2022 - 2024	National University of Singapore Master of Computing in Computer Science Specialization
2017 - 2021	Macau University of Science and Technology Bachelor of Science in Software Technology and Application GPA: 3.92/4.00, Rank: 1/150

2022 - 2024

National University of Singapore

Master of Computing in Computer Science Specialization

2017 - 2021

Macau University of Science and Technology

Bachelor of Science in Software Technology and Application

GPA: 3.92/4.00, Rank: 1/150

work experience

2024 - Present	National University of Singapore Research Assistant in the Department of Computer Science
2021 - 2022	Institute of Automation, Chinese Academy of Sciences (Beijing) Research Intern in the National Laboratory of Pattern Recognition
2020	Tencent Technology (Shenzhen) Back-end Developer Intern, Cloud Arch & Platform Dept. 🥇 1st Prize in Internship Project Competition

2024 - Present

National University of Singapore

Research Assistant in the Department of Computer Science

2021 - 2022

Institute of Automation, Chinese Academy of Sciences (Beijing)

Research Intern in the National Laboratory of Pattern Recognition

2020

Tencent Technology (Shenzhen)

Back-end Developer Intern, Cloud Arch & Platform Dept.

🥇 1st Prize in Internship Project Competition

publications

ICLR 2024

VertiBench: Advancing Feature Distribution Diversity in Vertical Federated Learning Benchmarks

Zhaomin Wu, Junyi Hou, and Bingsheng He

In The Twelfth International Conference on Learning Representations, ICLR 2024, Vienna, Austria, May 7-11, 2024 , 2024

Bib Website

@inproceedings{wu2024vertibench,
  author = {Wu, Zhaomin and Hou, Junyi and He, Bingsheng},
  title = {VertiBench: Advancing Feature Distribution Diversity in Vertical Federated Learning Benchmarks},
  booktitle = {The Twelfth International Conference on Learning Representations, {ICLR} 2024, Vienna, Austria, May 7-11, 2024},
  publisher = {OpenReview.net},
  year = {2024},
  url = {https://openreview.net/forum?id=glwwbaeKm2},
  timestamp = {Tue, 23 Jul 2024 16:00:00 +0200},
}

TNNLS 2024

Dual Balanced Class-Incremental Learning With im-Softmax and Angular Rectification

Ruicong Zhi, Yicheng Meng, Junyi Hou, and 1 more author

IEEE Transactions on Neural Networks and Learning Systems, 2024