Publications

2025

  1. COLM
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    LoRI: Reducing Cross-Task Interference in Multi-Task Low-Rank Adaptation
    Juzheng Zhang, Jiacheng You, Ashwinee Panda, and Tom Goldstein
    Conference on Language Modeling, 2025
    PAPER Code Model Thread
  2. SLLM Workshop
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    LoRA Without Forgetting: Freezing and Sparse Masking for Low-Rank Adaptation [Preliminary Version]
    Juzheng Zhang, Jiacheng You, Ashwinee Panda, and Tom Goldstein
    In Sparsity in LLMs (SLLM): Deep Dive into Mixture of Experts, Quantization, Hardware, and Inference, 2025
    PAPER Code
  3. ICML
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    HIGHT: Hierarchical Graph Tokenization for Graph-Language Alignment
    Yongqiang Chen, Quanming Yao, Juzheng Zhang, James Cheng, and Yatao Bian
    International Conference on Machine Learning, 2025
    PAPER Website Dataset

2024

  1. arXiv
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    UniMoT: Unified Molecule-Text Language Model with Discrete Token Representation
    Juzheng Zhang, Yatao Bian, Yongqiang Chen, and Quanming Yao
    arXiv preprint arXiv:2408.00863, 2024
    PAPER Website
  2. KDD
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    Heuristic Learning with Graph Neural Networks: A Unified Framework for Link Prediction
    Juzheng Zhang, Lanning Wei, Zhen Xu, and Quanming Yao
    In Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2024
    PAPER Code
  3. NeurIPS
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    Customized Subgraph Selection and Encoding for Drug-drug Interaction Prediction
    Haotong Du, Quanming Yao, Juzheng Zhang, Yang Liu, and Zhen Wang
    Advances in Neural Information Processing Systems, 2024
    PAPER Code