Publications

2025

  1. Neurips
    Harmony in divergence: Towards fast, accurate, and memory-efficient zeroth-order llm fine-tuning
    Qitao Tan, Jun Liu, Zheng Zhan, Caiwei Ding, Yanzhi Wang, Xiaolong Ma, Jaewoo Lee, Jin Lu, and Geng Yuan
    In Advances in Neural Information Processing Systems, 2025
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  2. ICCAD
    Perturbation-efficient zeroth-order optimization for hardware-friendly on-device training
    Qitao Tan, Sung-En Chang, Rui Xia, Huidong Ji, Chence Yang, Ci Zhang, Jun Liu, Zheng Zhan, Zhenman Fang, Zhuo Zou, Yanzhi Wang, Jin Lu, and Geng Yuan
    In International Conference On Computer Aided Design (Best Paper Nomination), 2025
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  3. ASP-DAC
    A computation and energy efficient hardware architecture for ssl acceleration
    Huidong Ji, Sheng Li, Yue Cao, Chen Ding, Jiawei Xu, Qitao Tan, Jun Liu, Ao Li, Xulong Tang, Lirong Zheng, Geng Yuan, and Zhuo Zou
    In Asia and South Pacific Design Automation Conference, 2025
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  4. ICLR
    Mutual Effort for Efficiency: A Similarity-based Token Pruning for Vision Transformers in Self-Supervised Learning
    Sheng Li*, Qitao Tan*, Yue Dai, Zhenglun Kong, Tianyu Wang, Jun Liu, Ao Li, Ninghao Liu, Yufei Ding, Xulong Tang, and Geng Yuan
    In The Thirteenth International Conference on Learning Representations, 2025
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  5. GLSVLSI
    Towards memory-efficient and sustainable machine unlearning on edge using zeroth-order optimizer
    Ci Zhang, Chence Yang, Qitao Tan, Jun Liu, Ao Li, Yanzhi Wang, Jin Lu, Jinhui Wang, and Geng Yuan
    In Proceedings of the Great Lakes Symposium on VLSI, 2025
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2024

  1. JOIS
    Academic collaboration recommendation based on graph neural network and multi-attribute embedding
    Guanghui Ye, Jinyu Wei, Qitao Tan, Chuan Wu, Xiaoying Song, and Songye Li
    Journal of Information Science, 2024
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2023

  1. MLJ
    An effective negative sampling approach for contrastive learning of sentence embedding
    Qitao Tan, Xiaoying Song, Guanghui Ye, and Chuan Wu
    Machine Learning, 2023
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  2. JOI
    Research frontier detection and analysis based on research grants information: A case study on health informatics in the US
    Guanghui Ye, Cancan Wang, Chuan Wu, Ze Peng, Jinyu Wei, Xiaoying Song, Qitao Tan, and Lanqi Wu
    Journal of Informetrics, 2023
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