Pengxiao Lin

According to our database, Pengxiao Lin authored at least 10 papers between 2024 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2026

Focus and Dilution: The Multi-stage Learning Process of Attention.

Zheng-An Chen, Pengxiao Lin, Zhi-Qin John Xu, Tao Luo

CoRR, May, 2026

Complexity Control Facilitates Reasoning-Based Compositional Generalization in Transformers.

Zhongwang Zhang, Pengxiao Lin, Zhiwei Wang, Yaoyu Zhang, Zhi-Qin John Xu

IEEE Trans. Pattern Anal. Mach. Intell., April, 2026

Latent selective state-space models for partial differential equations via progressive learning.

Aoming Liang, Zhaoyang Mu, Pengxiao Lin

Neurocomputing, 2026

2025

Identity Bridge: Enabling Implicit Reasoning via Shared Latent Memory.

Pengxiao Lin, Zhengan Chen, Zhi-Qin John Xu

CoRR, September, 2025

Scalable Complexity Control Facilitates Reasoning Ability of LLMs.

Liangkai Hang, Junjie Yao, Zhiwei Bai, Tianyi Chen, Yang Chen, Rongjie Diao, Hezhou Li, Pengxiao Lin, Zhiwei Wang, Cheng Xu, Zhongwang Zhang, Zhangchen Zhou, Zhiyu Li, Zehao Lin, Kai Chen, Feiyu Xiong, Yaoyu Zhang, Weinan E, Hongkang Yang, Zhi-Qin John Xu

CoRR, May, 2025

Reasoning Bias of Next Token Prediction Training.

Pengxiao Lin, Zhongwang Zhang, Zhi-Qin John Xu

CoRR, February, 2025

Achilles' Heel of Mamba: Essential difficulties of the Mamba architecture demonstrated by synthetic data.

Tianyi Chen, Pengxiao Lin, Zhiwei Wang, Zhi-Qin John Xu

Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2025, 2025

2024

M²M: 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

CoRR, 2024

Initialization is Critical to Whether Transformers Fit Composite Functions by Inference or Memorizing.

Zhongwang Zhang, Pengxiao Lin, Zhiwei Wang, Yaoyu Zhang, Zhi-Qin John Xu

CoRR, 2024

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

Proceedings of the Advances in Neural Information Processing Systems 37: Annual Conference on Neural Information Processing Systems 2024, 2024