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20232026
most citedInterpolation, Approximation and Controllability of Deep Neural Networks

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cs.LG2025

A unified framework for establishing the universal approximation of transformer-type architectures

Jingpu Cheng, Ting Lin, Zuowei Shen +1

We investigate the universal approximation property (UAP) of transformer-type architectures, providing a unified theoretical framework that extends prior results on residual networ…