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The network acts as the sequence of its steps

Proved
NLogN.KFN.roleOpF_net

by xuanji · Oct 14, 2026 · Mathlib 0df444a (Lean v4.33.1)

complexity-theoryinteger-multiplicationkappa-improvement

The network acts as the sequence of its steps.

The following holds (Lean statement, in the scope of module Solutions.KFNRole):

theorem NLogN.KFN.roleOpF_net {st : Fin m × κ → ℕ} {n : ℕ} (h : SLaws st n) (T : Butterfly.Op κ) :
    ∀ (l : List (RStep (Fin W) m)) (X : Fin W → List M), (∀ w, (X w).length = n) →
      roleOpF st n (denListR T l) X = runSteps st n T l X

Context. The lemma belongs to the part KFN: the role streams of a network invocation: A network state on W roles is stored role-major: role w is a list X w of n records, and record j of a role carries the group address fbit st j : Addr m κ (selected bits with record strides st, KFNSel). roleOpF st n A X is the action of a network operator A : ROp (Fin W) m κ on these streams.

Formalization Note. This lemma belongs to the item-language (IL) layer of the integer-multiplication-kappa campaign: tape-level programs (register programs over 64 item stacks of the NLogN multitape framework, definition bundles IntMul_HvdH_M_Defs1–IntMul_HvdH_M_Defs8) that implement the data-movement primitives of the OpenAI preprint Integer multiplication below nlog⁡nn\log nnlogn (field moves, row split/merge, shifts, the uniform Proposition 11 interchange, Lemma 12 with fine O(1)O(1)O(1)-per-element costs, Gaussian record primitives, Proposition 14 pieces) with exact list denotations from the array-model bundles IntMul_Kappa_K_Defs* and explicit cost bounds. All names refer to the definition bundles up to IntMul_Kappa_K_Defs20.

Preamble
-- OpenAI-preprint / κ-improvement development (integer-multiplication-kappa), generated by skeleton subtraction.

import Definitions.Def_IntMul_Kappa_K_Defs20

set_option autoImplicit false
set_option relaxedAutoImplicit false
set_option maxHeartbeats 1000000

set_option linter.unusedSimpArgs false
set_option linter.unusedVariables false
set_option linter.unusedSectionVars false
open NLogN
open NLogN.KFN
open AModel Matrix Finset P8Lift Butterfly
variable {W m : ℕ} {κ : Type} [Fintype κ] [DecidableEq κ] {M : Type*} [AddCommMonoid M]
  [Module ℂ M]
Formal statement
theorem NLogN.KFN.roleOpF_net {st : Fin m × κ → ℕ} {n : ℕ} (h : SLaws st n) (T : Butterfly.Op κ) :
    ∀ (l : List (RStep (Fin W) m)) (X : Fin W → List M), (∀ w, (X w).length = n) →
      roleOpF st n (denListR T l) X = runSteps st n T l X := by sorry
Source
OpenAI, Integer multiplication below n log n (preprint, 23 Sep 2026), https://github.com/openai/math/tree/adc7f1241b42e322a6451854ab7e4b4c146bf78a/preprints/Integer-multiplication-below-n-log-n-September-23-2026. Lemma `NLogN.KFN.roleOpF_net` of the Lean development Solutions/KFNRole.lean (lines 184–191), integer-multiplication-kappa campaign.

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