新皇极经世 (Neo Huangji Jingshi): Structural Priors from Ancient Chinese Mathematics — Twelve Laws Verified Through Deep Learning (v7, text-only)

v7 (text-only, figures pending text freeze): 32 reproducible experiments (exp1-exp32), complete audit resolution (19/19 issues fixed), 5-seed statistical significance, AdamW conservation proof with noise control, CIFAR-100 end-to-end competitive layer validation, DAGMA causal discovery comparison, TCGA 20-cancer pan-cancer sweep, OGB-arxiv full 169K-node verification, Top-K routing SOTA comparison, 6 ancient texts (San Ming Tong Hui removed for source consistency). All 5 Extended Data figures have been removed pending text finalization; gen_ed_figs.py is included for regeneration. Six source texts (original Classical Chinese) included in 古籍原典/. Nature submission package includes manuscript v13, cover letter, reporting summary, and suggested reviewers.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-06-16
DOI
https://doi.org/10.5281/zenodo.20717435
Primary Topic
Mathematics, Computing, and Information Processing
Type
preprint
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preprint

新皇极经世 (Neo Huangji Jingshi): Structural Priors from Ancient Chinese Mathematics — Twelve Laws Verified Through Deep Learning (v7, text-only)

Shuaidong Gao
Zenodo (CERN European Organization for Nuclear Research)
Mathematics, Computing, and Information Processing
preprint

新皇极经世 (Neo Huangji Jingshi): Structural Priors from Ancient Chinese Mathematics — Twelve Laws Verified Through Deep Learning (v7, text-only)

Shuaidong Gao
preprint en

Abstract

v7 (text-only, figures pending text freeze): 32 reproducible experiments (exp1-exp32), complete audit resolution (19/19 issues fixed), 5-seed statistical significance, AdamW conservation proof with noise control, CIFAR-100 end-to-end competitive layer validation, DAGMA causal discovery comparison, TCGA 20-cancer pan-cancer sweep, OGB-arxiv full 169K-node verification, Top-K routing SOTA comparison, 6 ancient texts (San Ming Tong Hui removed for source consistency). All 5 Extended Data figures have been removed pending text finalization; gen_ed_figs.py is included for regeneration. Six source texts (original Classical Chinese) included in 古籍原典/. Nature submission package includes manuscript v13, cover letter, reporting summary, and suggested reviewers.

Zenodo (CERN European Organization for Nuclear Research)
Mathematics, Computing, and Information Processing
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