2 papers
cs.CL2025
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…
cs.LG2024
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…