Pengxiao Lin

PhD student, Shanghai Jiaotong University

Joined

February 2024

Names

Pengxiao Lin (Preferred)

Emails

****@sjtu.edu.cn (Confirmed)

Personal Links

Career & Education History

PhD student

Shanghai Jiaotong University (sjtu.edu)

Present

Advisors, Relations & Conflicts

No relations added

Expertise

Transformer

Present

Publications

DeePMO: An iterative deep learning framework for high-dimensional kinetic parameter optimization
Pengxiao Lin, Yuntian Zhou, Zhiwei Wang, Weizong Wang, Zheng Chen, Zhi-Qin John Xu, Tianhan Zhang
- Applications in Energy and Combustion Science
- Readers: Everyone
Identity Bridge: Enabling Implicit Reasoning via Shared Latent Memory
Pengxiao Lin, Zheng-An Chen, Zhi-Qin John Xu
- Submitted to ICLR 2026
- Readers: Everyone
Uncritical tokens are 'critical' in pretraining: the implicit regularization effect of Next token prediction
Pengxiao Lin, Zhongwang Zhang, Zhi-Qin John Xu
- Submitted to ICLR 2026
- Readers: Everyone
Achilles' Heel of Mamba: Essential difficulties of the Mamba architecture demonstrated by synthetic data
Tianyi Chen, Pengxiao Lin, Zhiwei Wang, Zhi-Qin John Xu
- NeurIPS 2025 spotlight
- Readers: Everyone
M$^2$M: LEARNING CONTROLLABLE MULTI OF EXPERTS AND MULTI-SCALE OPERATORS ARE THE PARTIAL DIFFERENTIAL EQUATIONS NEED
Aoming Liang, Zhaoyang Mu, Pengxiao Lin, Cong Wang, Mingming Ge, Ling Shao, Dixia Fan, Hao Tang
- Submitted to ICLR 2025
- Readers: Everyone
Initialization is Critical to Whether Transformers Fit Composite Functions by Reasoning or Memorizing
Zhongwang Zhang, Pengxiao Lin, Zhiwei Wang, Yaoyu Zhang, Zhi-Qin John Xu
- NeurIPS 2024 poster
- Readers: Everyone

Co-Authors