Publications

2025

  1. physical-ai-bench-logo.png
    Physical AI Bench: A Comprehensive Benchmark for Physical AI Generation and Understanding
    Fengzhe Zhou, Jiannan Huang, Jialuo Li, and Humphrey Shi
    2025
    Code
  2. 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, 
    Steven Walton, Markus Hoehnerbach, Vijay Thakkar, Michael Isaev, Qinsheng Zhang, Bing Xu, 
    Haicheng Wu, Wen-mei Hwu, Ming-Yu Liu, and Humphrey Shi
    Arxiv, 2025
    arXiv PDF Code
  3. sage.png
    SAGE: Exploring the Boundaries of Unsafe Concept Domain with Semantic-Augment Erasing
    Hongguang Zhu, Yunchao Wei, Mengyu Wang, Siyu Jiao, Yan Fang, Jiannan Huang, 
    and Yao Zhao
    Arxiv, 2025
    arXiv PDF
  4. 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 Yunchao Wei
    International Conference on Learning Representations(ICLR), 2025
    arXiv PDF Code Website
  5. 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
    HTML PDF Code

2024

  1. collaborative.png
    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
    arXiv PDF Code