Author

Tomohiro Hayase

1 paper indexed here

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

#machine learning Preprint Oct 2026

Gaussian Equivalence for Multi-Head Self-Attention

Using random matrix theory, Gaussian equivalence is established for multi-head self-attention: replacing softmax attention with rescaled scores plus Gaussian noise preserves the limiting spectral law of the centered output.

Tomohiro Hayase, Ryo Karakida · 0 citations