1 citations · 1 across the 4 of their papers we have counts for
4 papers
Reasoning Bias of Next Token Prediction Training
Pengxiao Lin, Zhongwang Zhang, Zhi-Qin John Xu
Since the inception of Large Language Models (LLMs), the quest to efficiently train them for superior reasoning capabilities has been a pivotal challenge. The dominant training par…
Complexity Control Facilitates Reasoning-Based Compositional Generalization in Transformers
Zhongwang Zhang, Pengxiao Lin, Zhiwei Wang +2
Transformers have demonstrated impressive capabilities across various tasks, yet their performance on compositional problems remains a subject of debate. In this study, we investig…
Loss Jump During Loss Switch in Solving PDEs with Neural Networks
Zhiwei Wang, Lulu Zhang, Zhongwang Zhang +1
Using neural networks to solve partial differential equations (PDEs) is gaining popularity as an alternative approach in the scientific computing community. Neural networks can int…
Linear Stability Hypothesis and Rank Stratification for Nonlinear Models
Yaoyu Zhang, Zhongwang Zhang, Leyang Zhang +3
Models with nonlinear architectures/parameterizations such as deep neural networks (DNNs) are well known for their mysteriously good generalization performance at overparameterizat…