Kuangchao Meta-Theory v2.4: Axiom System for Representation Routing and Attention Overweight in Large Language Models
Year: 2026
Type: preprint
Abstract: This record contains the sealed ontology of Kuangchao Meta-Theory v2.4 together with its integrated errata sheet and the separate mathematical appendix v1.2. Founded on the dual-stream six axioms, heterogeneous collision and self-consumption postulates, this framework provides an axiomatic foundation for interpreting weight evolution, memory stratification and representation routing inside large transformer models. The mathematical appendix translates qualitative axioms into computable operators and coupling constraints, and strictly separates formal propositions, engineering hypotheses and cross-domain analog conjectures. All quantitative coefficients remain experimentally uncalibrated. This work is built for plum-blossom punching validation and reverse architecture analysis of large models. The popularized interpretation articles are independent materials and are not included in this deposit. 中文说明:本文档为封档本体 v2.4,本体文末附带完整勘误页;配套独立数学机理附录 v1.2。通俗衍生解读版本为独立稿件,不在本条归档内。本版本永久冻结,后续迭代将新建独立归档并分配新 DOI。
Author: Kuangchao
Language: English
Topic: Topic Modeling
Subfield: Artificial Intelligence
Field: Computer Science
Domain: Physical Sciences
Open Access status: green
OpenAlex ID: W7225458641