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  • The Hong Kong University of Science and Technology
  • 12:49 (UTC +08:00)

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wenqsun/README.md

Here we go!✨✨✨

Nice to meet you! My name is Wenqiang Sun (Chinese name: 孙文强), and you can call me Jeffrey. Now I am a second-year PhD student at The Hong Kong University of Science and Technology.

Research Area

  • 🤔 I am focused on generative models, including Diffusion Models and AutoRegressive Models. Recently, my research interests are mainly about the controllable image generation and 3D generation.
  • 🔭 Previously, I was interested in the security and privacy in deep learning, especially in federated learning, including adversarial attack, gradient inversion and membership inference attack. Besides that, I am also interested in the tradeoff between the performance and privacy in federated learning.
  • 🧐 I also conducted some research about meta reinforcement learning and offline reinforcement learning when I was an undergraduate in Nanjing University. If you are interested in this area, welcome to come and talk with me, I am so glad to learn from you!

Publication

  • $\textbf{W. Sun}$, T. Li, Z. Lin, and J. Zhang. Spatial-Aware Latent Initialization for Controllable Image Generation[J]. arXiv preprint arXiv:2401.16157, 2024. [PDF]
  • $\textit{J. Shao}^{*}$, $\textit{Z. Li}^{*}$, $\textbf{W. Sun}^{*}$, et al. A Survey of What to Share in Federated Learning: Perspectives on Model Utility, Privacy Leakage, and Communication Efficiency[J]. arXiv preprint arXiv:2307.10655, 2023. [PDF]
  • $\textbf{W. Sun}$, S. Li, Y. Sun, and J. Zhang, “DABS: Data-agnostic backdoor attack at the server in federated learning,” Backdoor Attacks and Defenses in Machine Learning (BANDS) Workshop at ICLR 2023, Kigali, Rwanda, May 2023. [PDF]

Education

  • Sep 2022 - present
    • PhD in Electronic and Computer Engineering, The Hong Kong University of Science and Technology
    • Supervisor: Prof. Jun Zhang
  • Sep 2018 - Jun 2022

Experience

  • Nvidia (Mar 2022 -- July 2022)
    • Work as an engineering intern at performance development lab, mentor: Robin.

Honor & Award

  • Postgraduate Scholarship in HKUST 2022
  • Outstanding graduate of Nanjing University 2022

Sports & Interest

  • ⚽️ I am deeply interested in football, and now I usually play football once a week at the seafront playground in HKUST, so goooooooood!🌟🌟🌟
  • 🏀 I like basketball, but I am not very good at it. Learning on the way!
  • 🏸️ Playing badminton is so comfortable, but it's usually hard for me to book the court.
  • 🏃 Runing, hiking and gym!
  • 🍲🍺🍔🍦🍎 I love exploring delicious food, including hotpot, beers, hamburgers, ice cream, etc. Each time I meet delicious food, I will be very excited and energetic😜!
  • 🎸 A second learner for the guitar. Learning on the way!
  • 🧳 I love travelling around once I am free! Explore the world with our footstep together!

... ... to be continued, just explore!

Contact

  • Address: The Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong
  • Email address: sunwq0814@gmail.com

Popular repositories

  1. Model_Inversion Model_Inversion Public

    A code implementation for model inversion attack

    Python 4 1

  2. NIID-Bench NIID-Bench Public

    Forked from Xtra-Computing/NIID-Bench

    Federated Learning on Non-IID Data Silos: An Experimental Study (ICDE 2022)

    Python 2

  3. 3D-Diffusion 3D-Diffusion Public

    A repository about 3D Diffusion.

    2 1

  4. wenqsun.github.io wenqsun.github.io Public

    CSS 1

  5. backdoor-learning-resources backdoor-learning-resources Public

    Forked from THUYimingLi/backdoor-learning-resources

    A list of backdoor learning resources

    1

  6. Backdoor_attack Backdoor_attack Public

    Python 1