Mathematical Theory of the Transformer - Foundations, Rationality, and the Incremental Transformer

This book provides a comprehensive mathematical theory of why the Transformer architecture works. For graduate students and researchers in machine learning, applied mathematics, and theoretical computer science, it serves as a primary or supplementary text for postgraduate courses on deep learning theory and neural architecture design.