cs.AI, cs.LG, cs.NA, math.NA

A Mathematical Explanation of Transformers

arXiv:2510.03989v2 Announce Type: replace
Abstract: The Transformer architecture has revolutionized the field of sequence modeling and underpins the recent breakthroughs in large language models (LLMs). However, a comprehensive mathematical theory tha…