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THE CONSCIOUSNESS ATLAS
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ConsciousnessLearn · Explore · Joseph Anady

Adjacent-window gradient-norm reduction

The expression computes one minus the ratio of the later window mean to the earlier window mean, then converts to percent. With the supplied means it gives about 46.52465%. This is a reduction in the selected average gradient norm, not a percentage gain in capability…

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eq-1263815036a5d8mathematical expression
100(1−15.34383401870727528.693284511566162)=46.52465104675545100(1-\frac{15.343834018707275}{28.693284511566162})=46.52465104675545%.

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The expression computes one minus the ratio of the later window mean to the earlier window mean, then converts to percent. With the supplied means it gives about 46.52465%. This is a reduction in the selected average gradient norm, not a percentage gain in capability or a replicated effect across training runs.

Terms & definitions

TermMeaning in this source
percent

Relative reduction of the stated window means

How it works

Read the definition from its right-hand expression to the quantity on the left. Its surrounding source records the intended input, state, or parameter context. Where the source leaves an operation unspecified, this page preserves that gap.

Assumptions & limits

Source recovery establishes that the expression appears in this record. Its mathematical validity, implementation behavior, and interpretation must be assessed separately. See the linked source and research notes for the checks available for this version.

Original context

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Appendix A. Numerical Anchors and Reproduction

The adjacent gradient window decline and overall recorded evaluation loss reduction can be checked directly:

(A.1)

(A.2)
Exact original notation
100(1-\frac{15.343834018707275}{28.693284511566162})=46.52465104675545%.

Related builds

Sources & provenance

01
JAIC_Manuscript_Joseph_Anady_FINAL.docx
paragraph 285, math 1 · Sep 22, 2026
100(1-\frac{15.343834018707275}{28.693284511566162})=46.52465104675545%.
02
JAIC_Manuscript_Joseph_Anady_Revised.docx
paragraph 285, math 1 · Sep 22, 2026
100(1-\frac{15.343834018707275}{28.693284511566162})=46.52465104675545%.
03
JAIC_Manuscript_Joseph_Anady_FINAL.docx
paragraph 285, math 1 · Sep 22, 2026
100(1-\frac{15.343834018707275}{28.693284511566162})=46.52465104675545%.
04
JAIC_Manuscript_Joseph_Anady_Revised.docx
paragraph 285, math 1 · Sep 22, 2026
100(1-\frac{15.343834018707275}{28.693284511566162})=46.52465104675545%.

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