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《Mathematical Theory of the Transformer》是一部长达825页的数学专著，系统阐述了Transformer架构的理论基础，涵盖嵌入、自注意力、矩阵分解、谱分析、信息几何、训练动力学与优化等主题。
A reviewer praises 'The Principles of Diffusion Models' by Lai et al. as an exceptional monograph that balances mathematical rigor with intuition, aimed at researchers, grad students, and practitioners, with the full text freely available on the official website.
This monograph proposes Artificial Adaptive Intelligence (AAI) as a missing intermediate stage between narrow and general AI, arguing that adaptivity, not scale or generality, is the key capability to bridge the gap.