Sheng Li

PhD student, University of Pittsburgh

Joined

May 2022

Names

Sheng Li (Preferred)

Emails

****@pitt.edu (Confirmed)

Personal Links

Homepage

Google Scholar

DBLP

Career & Education History

PhD student

University of Pittsburgh (pitt.edu)

2021 – Present

Undergrad student

Sichuan University (scu.edu.cn)

2016 – 2020

Advisors, Relations & Conflicts

PhD Advisor

Xulong Tang

Present

Expertise

Efficient Machine Learning

Present

Publications

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, Geng Yuan
- ICLR 2025 Poster
- Readers: Everyone
Waxing-and-Waning: a Generic Similarity-based Framework for Efficient Self-Supervised Learning
Sheng Li, Chao Wu, Ao Li, Yanzhi Wang, Xulong Tang, Geng Yuan
- ICLR 2024 poster
- Readers: Everyone
Sustainable AI Processing at the Edge
Sébastien Ollivier, Sheng Li, Yue Tang, Stephen Cahoon, Ryan Caginalp, Chayanika Chaudhuri, Peipei Zhou, Xulong Tang, Jingtong Hu, Alex K. Jones
- 2023 (modified: 17 Apr 2023)
- IEEE Micro 2023
- Readers: Everyone
SmartFRZ: An Efficient Training Framework using Attention-Based Layer Freezing
Sheng Li, Geng Yuan, Yue Dai, Youtao Zhang, Yanzhi Wang, Xulong Tang
- Published: 01 Feb 2023, Last Modified: 01 Mar 2023
- ICLR 2023 notable top 25%
- Readers: Everyone
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, Jian Ren
- Published: 31 Oct 2022, Last Modified: 08 Feb 2026
- NeurIPS 2022 Accept
- Readers: Everyone
Optimizing Data Layout for Training Deep Neural Networks
Bingyao Li, Qi Xue, Geng Yuan, Sheng Li, Xiaolong Ma, Yanzhi Wang, Xulong Tang
- 2022 (modified: 09 Nov 2022)
- WWW (Companion Volume) 2022
- Readers: Everyone
An adaptive regression based single-image super-resolution
Mingzheng Hou, Ziliang Feng, Haobo Wang, Zhiwei Shen, Sheng Li
- 2022 (modified: 17 Apr 2023)
- Multim. Tools Appl. 2022
- Readers: Everyone

Co-Authors

View all 31 co-authors

Sheng Li

Names

Emails

Personal Links

Career & Education History

Advisors, Relations & Conflicts

Expertise

Publications

Mutual Effort for Efficiency: A Similarity-based Token Pruning for Vision Transformers in Self-Supervised Learning

Waxing-and-Waning: a Generic Similarity-based Framework for Efficient Self-Supervised Learning

Sustainable AI Processing at the Edge

SmartFRZ: An Efficient Training Framework using Attention-Based Layer Freezing

Layer Freezing & Data Sieving: Missing Pieces of a Generic Framework for Sparse Training

Optimizing Data Layout for Training Deep Neural Networks

An adaptive regression based single-image super-resolution

Co-Authors