Publications

* The authors contributed equally.

2025

  1. ASP-DAC
    A Computation and Energy Efficient Hardware Architecture for SSL Acceleration
    Huidong Ji, Sheng Li, Yue Cao, Chen Ding, Jiawei Xu, Qitao Tan, Ao Li, Jun Liu, Xulong Tang, Lirong Zheng, Geng Yuan, and Zhuo Zou
    In 30th Asia and South Pacific Design Automation Conference, 2025
    to appear

2024

  1. ICLR
    Waxing-and-Waning: a Generic Similarity-based Framework for Efficient Self-Supervised Learning
    Sheng Li, Chao Wu, Ao Li, Yanzhi Wang, Xulong Tang, and Geng Yuan
    In The Twelfth International Conference on Learning Representations, 2024
  2. Preprint
    ETuner: A Redundancy-Aware Framework for Efficient Continual Learning Application on Edge Devices
    Sheng Li, Geng Yuan, Yawen Wu, Yue Dai, Tianyu Wang, Chao Wu, Alex K. Jones, Jingtong Hu, Yanzhi Wang, and Xulong Tang
    arXiv preprint arXiv:2401.16694, 2024
  3. Preprint
    Improving GPU Multi-Tenancy Through Dynamic Multi-Instance GPU Reconfiguration
    Tianyu Wang*Sheng Li*, Bingyao Li, Yue Dai, Ao Li, Geng Yuan, Yufei Ding, Youtao Zhang, and Xulong Tang
    arXiv preprint arXiv:2407.13126, 2024

2023

  1. ICLR
    SmartFRZ: An Efficient Training Framework using Attention-Based Layer Freezing
    Sheng Li*, Geng Yuan*, Yue Dai*, Youtao Zhang, Yanzhi Wang, and Xulong Tang
    In The Eleventh International Conference on Learning Representations , 2023

2022

  1. IEEE Micro
    Sustainable AI processing at the edge
    Sébastien Ollivier, Sheng Li, Yue Tang, Stephen Cahoon, Ryan Caginalp, Chayanika Chaudhuri, Peipei Zhou, Xulong Tang, Jingtong Hu, and Alex K Jones
    IEEE Micro, 2022
  2. NeurIPS
    Layer freezing & data sieving: missing pieces of a generic framework for sparse training
    Geng Yuan*, Yanyu Li*Sheng Li, Zhenglun Kong, Sergey Tulyakov, Xulong Tang, Yanzhi Wang, and Jian Ren
    Advances in Neural Information Processing Systems, 2022
  3. WWW workshop
    Optimizing Data Layout for Training Deep Neural Networks
    Bingyao Li, Qi Xue, Geng Yuan, Sheng Li, Xiaolong Ma, Yanzhi Wang, and Xulong Tang
    In Companion Proceedings of the Web Conference, 2022
  4. Multimed Tools Appl
    An adaptive regression based single-image super-resolution
    Mingzheng Hou, Ziliang Feng, Haobo Wang, Zhiwei Shen, and Sheng Li
    Multimedia Tools and Applications, 2022

2019

  1. IHMSC
    A neural network-based teaching style analysis model
    Sheng Li, Zanhan Ding, and Honglv Chen
    In 2019 11th International Conference on Intelligent Human-Machine Systems and Cybernetics (IHMSC), 2019
  2. CISCE
    EEG signal classification method based on feature priority analysis and CNN
    Sheng Li, and Hanxin Feng
    In 2019 international conference on communications, information system and computer engineering (CISCE), 2019