works on
cohomology regularization 1dimensionality reduction 1frequency domain representation 1semantic hierarchy 1transformer analysis 1

From the 1 of 1 linked paper with an AI index.

collaborators

1 paper

cs.CL2026

WavePhaseNet: A DFT-Based Method for Constructing Semantic Conceptual Hierarchy Structures (SCHS)

Kiyotaka Kasubuchi, Kazuo Fukiya

The paper reinterprets transformer attention through measure theory and frequency analysis, and introduces WavePhaseNet, a DFT‑based approach that constructs a semantic conceptual…