Work

Set‑Generative AI: Braid Dynamics and Learning Phases

Year: 2026

Type: article

Abstract: This paper presents a set‑generative AI model where braid dynamics on four‑component states produce distinct learning phases. The framework integrates double figure‑eight generation, non‑commutative propagation, and spectral regimes enabling coordination, pruning, exploration, and chaotic behavior. This work is licensed under the Creative Commons Attribution 4.0 International (CC BY 4.0) license.

Source: Zenodo (CERN European Organization for Nuclear Research)

DOI: 10.5281/zenodo.22698272

Author: Tamaki, Shin

Language: English

Topic: Neural Networks and Applications

Subfield: Artificial Intelligence

Field: Computer Science

Domain: Physical Sciences

Open Access status: green

OpenAlex ID: W7212136673

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