Jiannan Huang

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Hi, I am Jiannan Huang, a final-year undergraduate student majoring in Computer Science and Technology at Beijing Jiaotong University (BJTU). Also, I am an incoming graduate student Georgia Tech, supervised by Prof. Humphery Shi. I work closely with the Team of Prof. Yunchao Wei, who also supervise me during my undergraduate.

My research interests include diverse topics of Multi-modal AI and Generative Models, including:

  • Text-to-Image Geration and its Controablity: Text-to-Image Model Pre-training, Personalized Generation
  • Unified Multi-modal Model: Unified understanding, generation in mutli-modal models.

I am open to any collaboration on topics with which I am familiar. If you would like to collaborate with me or just chat, feel free to send me an email.

Email: jiannan2003 at gmail dot com

CV

News🔥

Apr. 2025

Our paper about Generalized Neighborhood Attention(GNA) is out!

Feb. 2025

Our paper AdGPT is accepted to TOMM!

Jan. 2025

Our paper ClassDiffusion is accepted to ICLR2025, Let’s meet at Singapore!

Jul. 2024

One paper is accepted to ECCV2024 as Oral, congrats to Siyu and Hongguang!

Jun. 2024

I joined SHI Labs as an Undergraduate Researcher!

Education

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M.S. in Computer Science, School of Interactive Computing

Georgia Institute of Technology

Aug. 2025 -

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B.S., School of Computer Science & Technology

Beijing Jiaotong University

Sept. 2021 - June 2025.

Experiences

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Undergraduate Researcher

Mentor: Humphrey Shi

SHI Labs, Interactive Computing @ Georgia Tech

Jun. 2024 - Present

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Visiting Student

Mentor: Jie Tang

Knowledge Engineering Group(KEG), Tsinghua University

May. 2023 - Sept. 2023

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Undergraduate Researcher

Mentor: Yunchao Wei

WEI Lab, Beijing Jiaotong University

Apr. 2022 - Present

Preprints

  1. gna_preview.png
    Generalized Neighborhood Attention: Multi-dimensional Sparse Attention at the Speed of Light
    Ali Hassani, Fengzhe Zhou, Aditya Kane, Jiannan Huang, Chieh-Yun Chen, Min Shi, and 10 more authors
    2025

Publications

  1. classdiffusion_preview.png
    ClassDiffusion: More Aligned Personalization Tuning with Explicit Class Guidance
    Jiannan Huang, Jun Hao Liew, Hanshu Yan, Yuyang Yin, Yao Zhao, Humphrey Shi, and 1 more author
    International Conference on Learning Representations(ICLR), 2025
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    Collaborative Vision-Text Representation Optimizing for Open-Vocabulary Segmentation
    Siyu Jiao*, Hongguang Zhu*, Jiannan Huang, Yao Zhao, Yunchao Wei, and Humphrey Shi
    European Conference on Computer Vision(ECCV)(Oral) , 2024
  3. adgpt_preview.png
    AdGPT: Explore Meaningful Advertising with ChatGPT
    Jiannan Huang, Mengxue Qu, Longfei Li, and Yunchao Wei
    Transactions on Multimedia Computing Communications and Applications(TOMM), 2025

Service

Reviewer: ICLR2025, ICCV2025