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Ryo Karakida

Researcher, RIKEN

2 papers at NeurIPS 2025

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Poster Session 2

Wednesday, December 3, 2025 · 4:30 PM → 7:30 PM

Exhibit Hall C,D,E

Infinite-Width Limit of a Single Attention Layer: Analysis via Tensor Programs

#3503 · Mana Sakai, Ryo Karakida, Masaaki Imaizumi

We rigorously identify the infinite–width limit distribution of neurons within a single attention layer under realistic architectural dimensionality

Poster Session 4

Thursday, December 4, 2025 · 4:30 PM → 7:30 PM

Exhibit Hall C,D,E

Recurrent Self-Attention Dynamics: An Energy-Agnostic Perspective from Jacobians

#3513 · Akiyoshi Tomihari, Ryo Karakida

Stability analysis reveals that appropriately controlled Jacobian's spectra lead to high inference performance