🍼 About Me

I am a second-year Ph.D. student at the School of Artificial Intelligence in Nanjing University advised by Associate Professor Han-Jia Ye (叶翰嘉) and Professor De-Chuan Zhan (詹德川).

I received my B.Sc. degree from Computer Science and Technology Department, and statistics minor specialty from School of Mathematics in Nanjing University. In the same year, I was admitted to study for a M.Sc. degree without entrance examination. From September 2023, I started my Ph.D. degree.

🌟 Research Interest & Roadmap

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🥟 Publications

   Conference Papers

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  • ZooProbe: A Data Engine for Evaluating, Exploring, and Evolving Large-scale Training Data for Multimodal LLMs
    Yi-Kai Zhang, Shiyin Lu, Qing-Guo Chen, De-Chuan Zhan, Han-Jia Ye.
    ICLR 2025. [Paper] [Code]

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  • Capability Instruction Tuning
    Yi-Kai Zhang, De-Chuan Zhan, Han-Jia Ye.
    AAAI 2025. CCF-A. [Paper] [Code]

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  • Wings: Learning Multimodal LLMs without Text-only Forgetting
    Yi-Kai Zhang, Shiyin Lu, Yang Li, Yanqing Ma, Qing-Guo Chen, Zhao Xu, Weihua Luo, Kaifu Zhang, De-Chuan Zhan, Han-Jia Ye.
    NeurIPS 2024. CCF-A. [Paper] [Code]

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  • Model Spider: Learning to Rank Pre-Trained Models Efficiently
    Yi-Kai Zhang, Ting-Ji Huang, Yao-Xiang Ding, De-Chuan Zhan, Han-Jia Ye.
    NeurIPS 2023 (Spotlight). CCF-A. [Paper] [Code]

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  • Learning Debiased Representations via Conditional Attribute Interpolation
    Yi-Kai Zhang, Qi-Wei Wang, Han-Jia Ye, De-Chuan Zhan.
    CVPR 2023. CCF-A. [Paper] [Code]

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  • Few-Shot Class-Incremental Learning via Training-Free Prototype Calibration
    Qi-Wei Wang, Da-Wei Zhou, Yi-Kai Zhang, De-Chuan Zhan, Han-Jia Ye.
    NeurIPS 2023. CCF-A. [Paper] [Code]

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  • Audio-Visual Generalized Few-Shot Learning with Prototype-Based Co-Adaptation
    Yi-Kai Zhang, Da-Wei Zhou, Han-Jia Ye, De-Chuan Zhan.
    INTERSPEECH 2022. CCF-C. [Paper] [Code]

Toolboxes

WSFG
  • OmniEvalKit: A Modular, Lightweight Toolbox for Evaluating Large Language Model and its Omni-Extensions
    Yi-Kai Zhang, Xu-Xiang Zhong, Shiyin Lu, Qing-Guo Chen, De-Chuan Zhan, Han-Jia Ye.
    [Paper] [Code]

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  • ZhiJian: A Unifying and Rapidly Deployable Toolbox for Pre-trained Model Reuse
    Yi-Kai Zhang, Lu Ren, Chao Yi, Qi-Wei Wang, De-Chuan Zhan, Han-Jia Ye.
    [Paper] [Code] [Docs]

🍚 Education

  • 2023.09 - Now, Ph.D., School of Artificial Intelligence, Nanjing University

  • 2021.09 - 2023.06, Master, School of Artificial Intelligence, Nanjing University

  • 2017.09 - 2021.06, Undergraduate, Computer Science and Technology Department, Nanjing University

  • 2017.09 - 2021.06, Minor Specialty, School of Mathematics, Nanjing University

🍰 Awards

  • 国家奖学金. National Scholarship. 2022

  • 南京大学优秀研究生标兵. 2023

  • 华为突出贡献奖. 2023

  • 兴业银行奖学金. Industrial Bank Co., Ltd. Scholarship. 2023

  • 江苏银行奖学金. Bank Of Jiangsu Scholarship. 2024

  • AI Hackathon (Baichuan Intelligent x Amazon AWS) Awesome Star. 2023

🍦 Teaching Assistant

🍞 Service Work

  • 南京大学人工智能学院研究生会主席. 2022

  • 南京大学人工智能学院乒乓球队队长. 2022