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Yu-Cheng Shi

Undergraduate Student
Nanjing University
231250034@smail.nju.edu.cn


About Me

I am a third-year undergraduate in School of Computer Science at Nanjing University. Currently (Oct. 2025-), I am working as a research intern under the supervision of Dr. Da-Wei Zhou in LAMDA Group, Nanjing University.

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Publications

Publications

  1. ICML
    SAME: Stabilized Mixture-of-Experts for Multimodal Continual Instruction Tuning
    Zhen-Hao Xie*, Jun-Tao Tang*, Yu-Cheng Shi, Han-Jia Ye, De-Chuan Zhan, Da-Wei Zhou
    (* Equal contribution)
    International Conference on Machine Learning. (ICML), 2026
    PDF Code

  2. ICML
    AREA: Attribute Extraction and Aggregation for CLIP-Based Class-Incremental Learning
    Zhen-Hao Xie*, Yu-Cheng Shi*, Da-Wei Zhou
    (* Equal contribution)
    International Conference on Machine Learning. (ICML), 2026
    PDF Code

  3. EMNLP
    CRAM: Centroid-Routing and Adaptive MoE for Multimodal Continual Instruction Tuning
    Jun-Tao Tang*, Zhen-hao Xie*, Yu-Cheng Shi, Da-Wei Zhou
    (* Equal contribution)
    Conference on Empirical Methods in Natural Language Processing. (EMNLP), 2026
    PDF Code

Preprints

  1. arXiv
    ProtoAda: Prototype-Guided Adaptive Adapter Expansion and Geometric Consolidation for Multimodal Continual Instruction Tuning
    Yu-Cheng Shi*, Zhen-Hao Xie*, Yu-Cheng Shi, Da-Wei Zhou
    (* Equal contribution)
    arXiv:2606.02576, 2026.
    PDF Code
  2. arXiv
    Prism: A Plug-in Reproducible Infrastructure for Scalable Multimodal Continual Instruction Tuning
    Jun-Tao Tang*, Yu-Cheng Shi*, Zhen-Hao Xie, Da-Wei Zhou
    (* Equal contribution)
    arXiv:2605.26110, 2026.
    PDF Code

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