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Victor Shea-Jay Huang

Institute of Automation Science and Electrical Engineering,
Beihang University
jeix782@gmail.com


Short Bio

Hi ๐Ÿค—, Iโ€™m Victor Shea-Jay Huang (Chinese: ้ป„ๅธŒๆฐ(Xijie Huang); French: Victor Chรฉ-Jay Huang).

I am an undergraduate student at Beihang University, expected to graduate in 2026.

Research Interest

I have a strong interest in all topics related to AI integrated with natural scientific theories and am actively exploring and expanding the boundaries of current AI technology. My efforts are primarily focused on 3 directions:

News

Education

Collaborations

Iโ€™m presently involved in academic collaborations with institutions such as Princeton, UC Berkeley, SBU, EPFL, THU, PKU, NUS, HKU, ShLab ,and Baichuan AI. If you are interested in joining the project or exploring collaboration opportunities, please reach out to me via email at jeix782@gmail.com.

Publications [Google Scholar]

  1. AAAI
    Medical MLLM is Vulnerable: Cross-Modality Jailbreak and Mismatched Attacks on Medical Multimodal Large Language Models
    Victor Shea-Jay Huang, Xinyuan Wang, Hantao Zhang, Yinghao Zhu, Jiawen Xi, Jingkun An, Hao Wang, Hao Liang, Chengwei Pan
    AAAI 2025
    PDF Code Arxiv BibTex Published

  2. AAAI
    AGFSync: Leveraging AI Feedback for Preference Optimization in Text-to-Image Generation
    Jingkun An, Yinghao Zhu, Zongjian Li, Haoran Feng, Victor Shea-Jay Huang, Bohua Chen,Yemin Shi, Chengwei Pan
    AAAI 2025
    PDF Arxiv BibTex Published

  3. Arxiv
    Document Parsing Unveiled: Techniques, Challenges, and Prospects for Structured Information Extraction
    Qintong Zhang*, Victor Shea-Jay Huang*, Bin Wang, Junyuan Zhang, Zhengren Wang, Hao Liang, Shawn Wang, Matthieu Lin, Conghui He, Wentao Zhang
    Arxiv Preprint
    PDF Arxiv BibTex Preprint

  4. Arxiv
    BlackDAN: A Black-Box Multi-Objective Approach for Effective and Contextual Jailbreaking of Large Language Models
    Xinyuan Wang*, Victor Shea-Jay Huang*, Renmiao Chen, Hao Wang, Chengwei Pan, Lei Sha, Minlie Huang
    Arxiv Preprint
    PDF Code Arxiv BibTex Under review.

  5. Arxiv
    Beyond Sight: Towards Cognitive Alignment in LVLM via Enriched Visual Knowledge
    Yaqi Zhao, Yuanyang Yin, Lin Li, Mingan Lin, Victor Shea-Jay Huang, Siwei Chen, Weipeng Chen, Baoqun Yin, Zenan Zhou, Wentao Zhang
    Arxiv Preprint
    PDF Arxiv BibTex Under review.

  6. Arxiv
    Towards Precise Scaling Laws for Video Diffusion Transformers
    Yuanyang Yin, Yaqi Zhao, Mingwu Zheng, Ke Lin, Jiarong Ou, Rui Chen, Victor Shea-Jay Huang, Jiahao Wang, Xin Tao, Pengfei Wan, Di ZHANG, Baoqun Yin, Wentao Zhang, Kun Gai
    Arxiv Preprint
    PDF Arxiv BibTex Under review.

  7. Arxiv
    Trans4D: Realistic Geometry-Aware Transition for Compositional Text-to-4D Synthesis
    Bohan Zeng, Ling Yang, Siyu Li, Jiaming Liu, Zixiang Zhang, Victor Shea-Jay Huang, Juanxi Tian, Kaixin Zhu, yongzhen.gyz, Fu-Yun Wang, Minkai Xu, Stefano Ermon, Wentao Zhang
    Arxiv Preprint
    PDF Arxiv BibTex Under review.

  8. Arxiv
    Synth-Empathy: Towards High-Quality Synthetic Empathy Data
    Hao Liang, Linzhuang Sun, Jingxuan Wei, Victor Shea-Jay Huang, Linkun Sun, Bihui Yu, Conghui He, Wentao Zhang
    Arxiv Preprint
    PDF Code Arxiv BibTex Under review.

  9. Arxiv
    SynthVLM: High-Efficiency and High-Quality Synthetic Data for Vision Language Models
    Zheng Liu, Hao Liang, Victor Shea-Jay Huang, Wentao Xiong, Qinhan Yu, Linzhuang Sun, Chong Chen, Conghui He, Bin Cui, Wentao Zhang
    Arxiv Preprint
    PDF Code Arxiv BibTex Under review.

  10. Arxiv
    KeyVideoLLM: Towards Large-scale Video Keyframe Selection
    Zheng Liu, Hao Liang, Victor Shea-Jay Huang, Wentao Xiong, Qinhan Yu, Linzhuang Sun, Chong Chen, Conghui He, Bin Cui, Wentao Zhang
    Arxiv Preprint
    PDF Arxiv BibTex Under review.