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Fourier granularity and block sensitivity in the relevant-variable recurrence

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Abstract

Rational Fourier lattice certificates, inserted into the existing local-degree recurrence, give C44≤4.1225323803C_{44}\le4.1225323803 for the number of relevant variables of a Boolean function. The finite packet contains 37 block-sensitivity exclusions through degree 40. We explain the certificate criterion and its passage to a bound valid in every degree, and identify the inherited analytic inputs. Neither the small-degree bounds B4≤9B_4\le9, B5≤14B_5\le14 nor Fourier granularity is new. This note is unrefereed, with no independent human review or formalization.

Statement and scope

For a Boolean function ff, write r(f)r(f) for its number of relevant variables, deg⁡f\deg f for its real multilinear degree, and bs⁡(f)\operatorname{bs}(f) for its block sensitivity: the maximum, over inputs, of the number of disjoint coordinate sets whose individual flips change the output. Define

C44=sup⁡deg⁡f≥1r(f)2−deg⁡f.C_{44}=\sup_{\deg f\ge1} r(f)2^{-\deg f}.

Theorem 1. C44≤16331033269751676141755572025139614081257132168796771975168<4.1225323803C_{44} \le\dfrac{163310332697516761417555720251}{39614081257132168796771975168} < 4.1225323803.

The contribution is the rational lattice criterion below and its finite certificates within the Chiarelli–Hatami–Saks/Wellens weighted method [1, 2]. The final degree-31–40 certificates change numerical inputs to the same criterion; they require no further universal lemma. The released Épi degree-48 certificates are unchanged [3]. Koshta’s PR 283 already gives B4≤9B_4 \le9 after sensitive-block compression [4]. Stepanovs’s 2012 exclusion of a fully sensitive degree-five function on 15 inputs already implies B5≤14B_5 \le14 [5]. Here BdB_d denotes an upper bound for block sensitivity at degree at most dd. The packet reproves these two inequalities. Granularity is standard, and Towell’s conditional degree-five work already uses integer Fourier energy [6, 7]. No broad priority or optimality claim is made.

The rational exclusion

Sensitive-block compression turns bs⁡(f)≥n\operatorname{bs}(f) \ge n into a sign Boolean function gg on nn bits with g(0)=1g(0)=1, g(ej)=−1g(e_j)=-1, and degree at most d=deg⁡fd=\deg f. Indeed, fix unused coordinates and substitute one bit, or its complement, for each coordinate in a block. Multilinear reduction cannot increase degree.

Write g=∑SaSχSg=\sum_S a_S\chi_S, with χS(x)=(−1)∑i∈Sxi\chi_S(x)=(-1)^{\sum_{i\in S}x_i}. Put M=2d−1M=2^{d-1}. Then aS∈M−1Za_S\in M^{-1}\mathbb{Z}: the bit polynomial of (1−g)/2(1-g)/2 has integer coefficients by inclusion–exclusion, and substitution xi=x_i= (1−χ{i})/2(1-\chi_{\{i\}})/2 proves the assertion. Parseval gives ∑SaS2=1\sum_S a_S^2=1. If Al=∑∣S∣=laSA_l=\sum_{|S|=l}a_S, averaging over weight-kk inputs gives

q(k)=∑l=0min⁡(d,n)AlQl(k),Ql(k)=∑j(−1)j(kj)(n−kl−j)(nl).q(k)=\sum_{l=0}^{\min(d,n)}A_lQ_l(k),\qquad Q_l(k)=\frac{\sum_j(-1)^j\binom{k}{j}\binom{n-k}{l-j}}{\binom{n}{l}}.

Thus q(0)=1q(0)=1, q(1)=−1q(1)=-1, and ∣q(k)∣≤1|q(k)|\leq1. For rational α0,…,αn\alpha_0,\ldots,\alpha_n, put

cl=∑kαkQl(k),L=α0−α1−∑k=2n∣αk∣,h(c)=max⁡z∈Z(cz−z2).c_l=\sum_k\alpha_kQ_l(k),\qquad L=\alpha_0-\alpha_1-\sum_{k=2}^{n}|\alpha_k|,\qquad h(c)=\max_{z\in\mathbb{Z}}(cz-z^2).

The two integers adjacent to c/2c/2 suffice to evaluate h(c)h(c) exactly. Since aS=zS/Ma_S=z_S/M and ∑SzS2=M2\sum_S z_S^2=M^2,

L≤∑kαkq(k)=∑lclAl≤M+1M∑l=0min⁡(d,n)(nl)h(cl).L\leq\sum_k\alpha_kq(k)=\sum_lc_lA_l\leq M+\frac{1}{M}\sum_{l=0}^{\min(d,n)}\binom{n}{l}h(c_l).

A strict reverse inequality is therefore a finite rational certificate that bs⁡(f)≤n−1\operatorname{bs}(f)\leq n-1. All multiplicities count the original Fourier subsets. No lattice assumption is made about the averaged function.

The potential, recurrence, and infinite tail

Let di(f)d_i(f) be the largest monomial degree involving relevant coordinate ii, and put D(f)=∑i2−di(f)\mathcal{D}(f)=\sum_i2^{-d_i(f)}. The standard support bound for a nonzero degree-kk multilinear polynomial is 2−k2^{-k}, by induction on a variable. Applied to each derivative, it gives D(f)≤I(f)/2≤deg⁡(f)/2\mathcal{D}(f)\leq I(f)/2\leq\deg(f)/2. The restriction inequality is

D(f)≤∑i∈H2−di(f)+EαD(fα).\mathcal{D}(f)\leq\sum_{i\in H}2^{-d_i(f)}+\mathbb{E}_{\alpha}\mathcal{D}(f_{\alpha}).

For each coordinate outside HH, survival in both branches cannot increase its local degree; survival in just one branch lowers its local degree by exactly one. Averaging and iterating proves the inequality.

Take HH to be a maximum-degree monomial of size dd. Its cost is d2−dd2^{-d}. For every outside assignment its full coefficient remains nonzero. Hence at a point witnessing a child’s block sensitivity, an additional sensitive block inside HH is available. Thus bs⁡(fα)≤bs⁡(f)−1\operatorname{bs}(f_{\alpha})\leq\operatorname{bs}(f)-1. With U(0,d)=0U(0,d)=0, define, for 1≤b≤Bd1\leq b\leq B_d,

U(b,d)=min⁡(cd,d2−d+max⁡1≤k≤dU(b−1,k)),U(b,d)=U(Bd,d)(b>Bd).U(b,d)=\min\left(c_d,d2^{-d}+\max_{1\leq k\leq d}U(b-1,k)\right),\qquad U(b,d)=U(B_d,d)\quad(b>B_d).

Induction on bb bounds D(f)\mathcal{D}(f) for degree exactly dd and block sensitivity at most bb. Freezing is valid because the function class stops growing. Constants have potential zero.

The caps are c3=5/4c_3=5/4, c4=31/16c_4=31/16, c7=447/128c_7=447/128, and cd=d/2c_d=d/2 otherwise. The complete inherited cap proofs are supplied in fourier-granularity/baseline/PROOF.md, Sections 1–8, in [9] and the source archive. The cubic cap uses the published R3≤10R_3\leq10 theorem of Tarannikov–Kirienko, as stated by Krotov–Valyuzhenich [8]. The other two caps follow from the strict influence equality exclusion proved there. They are sufficient caps, not asserted sharp values.

For BdB_d take the minimum of the lattice exclusions, the unchanged Épi bounds through degree 48, and the largest integer bb satisfying Wellens’s theorem 3b(b−1)≤2(d4−d2)3b(b-1)\leq2(d^4-d^2) [2]. For clarity, each Épi certificate has positive integer nodes x0=1<⋯<xdx_0=1<\cdots<x_d and rational weights with

∑iwixij=0(1≤j≤d),w0>0,w0+∑i≥1:wi<0wi>0.\sum_i w_ix_i^j=0\quad(1\leq j\leq d),\qquad w_0>0,\qquad w_0+\sum_{i\geq1:w_i<0}w_i>0.

The compressed bit-valued symmetrization pp has p(0)=0p(0)=0, p(1)=1p(1)=1, 0≤p(k)≤10\leq p(k)\leq1; the displayed conditions force both ∑iwip(xi)=0\sum_iw_ip(x_i)=0 and ∑iwip(xi)>0\sum_iw_ip(x_i)>0. Thus Bd≤xd−1B_d\leq x_d-1.

Wellens’s inequality implies bs⁡(f)≤d2\operatorname{bs}(f) \le d^2. Above any horizon HH, restriction of maximum-degree monomials therefore costs at most e3/2ee^3/2^e before degree ee drops. Consequently

D(f)≤max⁡1≤d≤HU(Bd,d)+∑e>He32e=max⁡1≤d≤HU(Bd,d)+H3+6H2+18H+262H.\mathcal{D}(f) \le\max_{1 \le d \le H} U(B_d,d) + \sum_{e>H} \frac{e^3}{2^e} = \max_{1 \le d \le H} U(B_d,d) + \frac{H^3+6H^2+18H+26}{2^H}.

The retained exact row-checker result at H=96H = 96 is the rational in the theorem; the column checker at H=72H = 72 proves the same printed decimal bound. Finally r(f)2−deg⁡f≤D(f)r(f)2^{-\deg f} \le D(f) proves the claim.

Finite evidence and review status

The exact public pointer is repository revision 0104c95dd218b6cb39625345a12cd7915dc14001, directory fourier-granularity [9]. Its candidate.json fixes the file spectral_certificate_round3.json, containing 37 rational functionals for degrees 4–40. The latter has SHA-256 1020ed20d078ec1fece41c643007426bc452fc3aeafc81761901b32ded4495ed.

verify_spectral.py, verify_bound.py, and verify_column.py give the finite checks without search code. Stored receipts, rather than a new run for this note, supply the arithmetic results. The separate AI review covered the criterion and the earlier round-two endpoint 4.1225332506; the final degree-31–40 extension is supported by its stored exact-checker results, not a claimed fresh review.

This is an unrefereed preprint. There has been no independent human review and no formalization. The programs check finite arithmetic, not all prose or the cited external theorems.

Analysis and proof drafting by AI agents under my direction; I reviewed the results at summary level. AI agents also prepared certificates, checking software, and publication materials. No line-by-line human verification is claimed.

INDEPENDENT RESEARCHER

References

  1. [1]J. Chiarelli, P. Hatami and M. Saks, An asymptotically tight bound on the number of relevant variables in a bounded degree Boolean function, Combinatorica 40 (2020), 237–244; https://arxiv.org/abs/1801.08564.
  2. [2]J. Wellens, Relationships between the number of inputs and other complexity measures of Boolean functions, Discrete Analysis 2022:20; https://discreteanalysisjournal.com/article/57741.
  3. [3]BakeLab, Epi-results, exact Wellens certificates; https://github.com/BakeLab/Epi-results/tree/97fa6a420f417458e11723c8bceb70f1529e447a/mathematics/wellens.
  4. [4]D. Koshta, degree-four sensitivity certificate, PR 283; https://github.com/teorth/optimizationproblems/pull/283.
  5. [5]I. Stepanovs, MSc thesis (2012), degree-five exclusion; https://igors.org/theses/2012-boolean-deg-sens-gap-msc.pdf.
  6. [6]H. Hatami, Boolean function analysis, Theorem 6.4; https://cs.mcgill.ca/~hatami/Boolean_function_analysis.pdf.
  7. [7]Towell, conditional degree-five Fourier integer-energy work; https://github.com/queelius/boolean-degree-sensitivity.
  8. [8]Yu. Tarannikov and D. Kirienko, https://eprint.iacr.org/2000/050; D. S. Krotov and A. Valyuzhenich, degree-three Boolean functions, Section 3; https://arxiv.org/abs/2311.05566.
  9. [9]R. Pinho, C44 certificate, revision 0104c95dd218b6cb39625345a12cd7915dc14001; https://github.com/rpinho/c44-certificate/tree/0104c95dd218b6cb39625345a12cd7915dc14001/fourier-granularity.

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