2 papers
math.OC2026
A First-Order Mean Field Control Analysis of Transformer Layers under Cross-Entropy Training
Cheng Huan, Hongwei Yuan
We study Transformer-type residual layers under cross-entropy training through a continuous-depth mean field control viewpoint. Depth is treated as time, layer parameters as contro…
math.AP2025
The steady inviscid compressible self-similar flows and the stability analysis
Shangkun Weng, Hongwei Yuan
We investigate the steady inviscid compressible self-similar flows which depends only on the polar angle in spherical coordinates. It is shown that besides the purely supersonic an…