Search Results for author: Shokichi Takakura

Found 2 papers, 0 papers with code

Mean-field Analysis on Two-layer Neural Networks from a Kernel Perspective

no code implementations22 Mar 2024 Shokichi Takakura, Taiji Suzuki

In this paper, we study the feature learning ability of two-layer neural networks in the mean-field regime through the lens of kernel methods.

Approximation and Estimation Ability of Transformers for Sequence-to-Sequence Functions with Infinite Dimensional Input

no code implementations30 May 2023 Shokichi Takakura, Taiji Suzuki

Despite the great success of Transformer networks in various applications such as natural language processing and computer vision, their theoretical aspects are not well understood.

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