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DefinitionDefinition: Literature-sourcedProof: AI-generatedPipeline-generated
How statement and proof provenance work

The first chip identifies the source of the statement or construction; the second identifies the source of its local proof or verification.

  • Literature-sourced: the exact statement appears in a cited source; only wording and notation differ.
  • AI-adapted: a semantically identical restatement of literature-sourced material, modulo indexing, notation, and boundary cases adopted by the library.
  • AI-generated: a genuinely novel statement formulated by AI, with no source for the claim itself.

These labels describe origin, not correctness: citations and verification chips remain separate evidence.

General adversary matrix and spectral bound

Definition

For a nonconstant finite Boolean query problem define Adv⁡±(f):=max⁡Γ∈RD×D, Γ=ΓT, Γ≠0Γ∘F=0∥Γ∥max⁡i∈[N]∥Γ∘Δi∥. Negative entries are allowed. The denominator is positive and the maximum is finite and attained by Finite, attained general adversary value for nonconstant Boolean functions. For constant f set Adv⁡±(f)=0. The nonnegative adversary value Adv⁡(f) is the same maximum with the additional constraint Γxy≥0 for all x,y; it is also set to zero for constant f.

Facts & Assumptions

Given: A finite Boolean query problem with mismatch masks and same-output matrix F.

[F1]

Input-mismatch masks and entrywise filtering: F_{xy}=1 on equal-output pairs and Δ_i(x,y)=1 on coordinate mismatches.

[F3]

Finite, attained general adversary value for nonconstant Boolean functions: for nonconstant f every nonzero admissible Γ has positive denominator and the finite optimum is attained.

Proof

1.1givenF1F2

Call Γ admissible when it is a nonzero real symmetric D×D matrix with Γ∘F=0. Define d(Γ)=max_{i∈[N]}||Γ∘Δ_i|| and set Adv±(f)=sup_Γ ||Γ||/d(Γ) for nonconstant f; for constant f set Adv±(f)=0.

2.1givenF3∎

By [F3], d(Γ)>0 for every nonzero admissible Γ and the supremum is a finite attained maximum when f is nonconstant. The entries of Γ need not be nonnegative; negative entries are permitted by this feasible set. Restricting to Γ≥0 entrywise gives the separate nonnegative adversary value, which is a smaller feasible set.

Depends on

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Sources