RESEARCH / Focused target
The path does not minimize Kemeny's edge derivative
RELEASED FOUNDATIONS / PROPOSED CONNECTION
Research connections
All source anchors (1)
- D5/S3/Combinatorics/SpectralGraph/AlbrightKemenyEdgeDerivativeRefutation.resultAbsent from this graph
Problem
The question
C. Albright, K. P. Hadaway, A. H. Pomerance, J. Jeffries, K. J. Lorenzen and A. K. Nix, On the Edge Derivative of the Normalized Laplacian with Applications to Kemeny's Constant, arXiv:2211.01495v2, Conjecture 3.5, printed page 19:
For a given n, the derivative of Kemeny's constant on simple graphs of order n is smallest on the path on n vertices with respect to the non-edge connecting the ends of the path. The value of this derivative is O(n³).
The minimality sentence is refuted under the literal conventions in preregistration #19527. The Library note records the source definitions. The path's own cubic growth sentence is not negated by this settlement.
Statement echo
All short declaration names below belong to
D5.S3.Combinatorics.SpectralGraph.AlbrightKemenyEdgeDerivativeRefutation.
| Source clause | Lean counterpart | Fidelity |
| --- | --- | --- |
| $A(t)=A+tB$, with $B$ indicating one unordered pair | paramAdj | The two matrix units have weight one; degrees change with $t$ |
| $L=I-D^{-1/2}AD^{-1/2}$ | normLap | $D$ contains the row sums of the perturbed matrix |
| $K=\sum_{\lambda_L\ne0}1/\lambda_L$ | kemeny | Nonzero real characteristic roots, counted with multiplicity; the proof identifies them spectrally |
| Simple graphs of order $n$ | claim: $G$ on Fin n, $2\le n$ | Connectedness is the domain where the source's random-walk constant is defined |
| Edge or non-edge with distinct ends | claim: $a\ne b$ | The witness uses a missing edge, so also refutes a non-edge-only comparison |
| Path on $n$ vertices, endpoint perturbation | SimpleGraph.pathGraph n, endpoints $0,n-1$ | Bounds follow from $2\le n$ |
| Smallest derivative | claim: two HasDerivAt premises at zero and $d_P\le d_G$ | Derivative existence is required; no default value for a nondifferentiable function |
| Universal minimality fails | result | Negates this entire proposition |
| The path value is $O(n^3)$ | Outside claim | The refutation makes no contrary assertion about the path value |
The instance class DecidableRel G.Adj supplies computation on the finite
graph and imposes no mathematical restriction. Real parameters allow the
ordinary two-sided derivative; the proof establishes positive degrees and
the inverse update on a neighborhood of zero. No source clause within the
minimality proposition is dropped.
Motivation
Our foothold
Two dense cliques joined through a long path concentrate degree mass at widely separated vertices. The derivative records the change in degrees as well as the change in the grounded inverse. This distinguishes the perturbation from a degree-preserving edge modification.
Gap
Missing bridges
The source and literature screen in #19527 reports that arXiv v1 and v2
retain Conjecture 3.5. Bini–Meini–Poloni, arXiv:2508.21506, treats
degree-preserving perturbations; Abiad et al., arXiv:2609.17481, treats
Kemeny's constant itself. Neither is reported there as settling this
minimality assertion. These are orchestrator-reported literature readings.
Completeness and priority remain ASSUMED-UNVERIFIED.
Route
Proposed approach
The graph $B_8$ has cliques on ${0,\ldots,7}$ and
${8,\ldots,15}$, joined by $0,16,17,18,19,20,21,22,8$.
The chord ${0,8}$ is absent. The private barbell_connected proves
connectedness. The private barbell_hasDerivAt and path_hasDerivAt give
$$ D_{0,8}K(B_8)=-\frac{7683669}{4096},\qquad D_{0,22}K(P_{23})=-\frac{77763}{44}. $$
Their difference is $-4891047/45056<0$, as used by the private
derivative_comparison and the public result.
The private kemeny_eq_grounded identifies the characteristic-root sum
with the weighted grounded trace
$$ K(A)=\sum_i d_i X_{ii}-\frac{d^{\mathsf T}Xd}{\sum_i d_i}, \qquad (\operatorname{diag}(d)-A)X=I-e_0\mathbf1^{\mathsf T}. $$
It uses Hermitian spectral decomposition. The private
kemeny_edge_hasDerivAt differentiates a rational rank-one update of $X$
on a neighborhood of zero. Exact rational matrices certify the two
instances; their casts to the reals preserve the inverse and voltage
identities. No external numerical output is a premise of result.
Falsifier
What would falsify this route
This counterexample would fail if its graph were disconnected, its selected
vertices coincided, either asserted derivative failed to exist with the
stated value, or the strict comparison failed. The corresponding finite
and analytic certificates occur on result's proof path. A minimum-order
claim or an infinite-family claim requires additional arguments and is not
inferred from this instance.
Evidence
Evidence to collect
The kernel-checked public theorem is
D5.S3.Combinatorics.SpectralGraph.AlbrightKemenyEdgeDerivativeRefutation.result.
Its conclusion is the closed negation of claim. The axiom closure of every
public declaration is contained in
${\mathrm{propext},\mathrm{Classical.choice},\mathrm{Quot.sound}}$.
The public result is the designated refutation result (basis=refutes) and is exempt from four-slot escape registration (CLAUDE.md §3.9).
There is no other public theorem and no published owner declaration in this
delivery. The module's admission basis is
open-problem-resolution (#19527; Refuted); its finite certificates have
utility certified-instance with the designated refutation.
Experiment
Published numerical and rational check,
script check.py, SHA-256
713d110b73e66bd8febc61a2ee8188420a38164bb9b32bff332e014c1c70ba95.
Command: /tmp/op-lwc-venv/bin/python /Users/auric/trureturing-experiments/docs/reports/albright-et-al-2023-kemeny-edge-derivative-conjecture-3-5/check.py;
exit 0, RESULT PASS. The interpreter requires NumPy; the script is
available at the pinned repository path and accepts no arguments.
Computed scope: central differences of the nonzero normalized-Laplacian eigenvalue sum for $k=3,\ldots,15$, at $n=3k-1$, agree with the proposed closed forms within the script's tolerances; among those tested values the barbell first beats the path at $k=8$. Exact rational elimination at $k=8,10$ gives respectively $-7683669/4096,-23324553/5000$ for the barbells and $-77763/44,-204363/56$ for the paths. The two exact comparisons are strict. The experiment does not enumerate other graphs or certify all $k$.
Triage
Scope assessment
| Item | Status and evidence |
| --- | --- |
| Settlement: Refuted | Proved in Lean: public result negates Conjecture 3.5's minimality assertion |
| Instance $n=23$, $B_8$ chord $(0,8)$ against $P_{23}$ chord $(0,22)$ | Proved in Lean: private barbell_connected, barbell_hasDerivAt, path_hasDerivAt, and derivative_comparison, consumed by result |
| Single-instance scope with literature and admission limitations | Proved in Lean: result settles the order-23 minimality refutation; the separate literature and admission boundaries below are retained |
| Smallest counterexample among all graphs | Open: no graph enumeration or exclusion below 23 is provided |
| Optional infinite barbell family | Open in Lean: no theorem covers every $k$; the finite experiment is separate evidence |
| Tested barbell family | Computed: eigenvalue differences at $k=3,\ldots,15$ and rational comparisons at $k=8,10$, by the experiment entry above |
| Asymptotic growth of the global minimum | Open: no uniform family theorem or matching extremal estimate is proved |
| Exhaustive literature novelty | ASSUMED-UNVERIFIED: the partial source and literature screen in #19527 |
| Canonical frozen membership | Machine evidence: the canonical module state record under Golden/Frozen/state/D5/S3/Combinatorics/SpectralGraph/AlbrightKemenyEdgeDerivativeRefutation.lean.json; not a claim about literature novelty |
| CI admission | Outside the mathematical claim: admission is decided by the required CI check on the PR head; mathematical refutation does not itself assert CI admission |
What the settlement shows
Proved in Lean. Connectedness, unweighted simplicity and existence of
both derivatives do not force the path-ends derivative to be minimal:
result supplies a strict failure at order 23. Restricting the comparison
to nonedges also does not remove this witness, since $(0,8)$ is absent in
$B_8$. This last finite fact is proved in prose from rel: the two
vertices belong to different cliques, neither ordered pair is a connector
edge or a consecutive pair on the joining path, and symmetrizing rel
therefore creates no edge between them.
Explanation from the proved trace identity. In kemeny_eq_grounded,
the squared voltage enters through the rank-one update of the grounded
inverse. Dense cliques supply degree mass while the connecting path
separates their voltage levels. This explains how a chord between the
attachment vertices can decrease the constant faster than closing a path.
This explanation does not assert a uniform asymptotic estimate.
Computed. In the experiment's tested family, $k=3,\ldots,7$ does not violate the path comparison and $k=8,\ldots,15$ does. No conclusion about other graphs at these orders follows. Whether a graph on 16 through 22 vertices beats the path, and whether a smaller counterexample exists, are open here. The source's small-order tables are literature evidence rather than a Lean classification.
Open. A uniform proof of the proposed barbell derivative formula would imply magnitude growth $n^4/162$ along $n=3k-1$. For a minimum $m(n)$ of the signed derivative this would give an upper bound on $m(n)$, or a lower bound on $-m(n)$, not a lower bound on the negative minimum itself. Neither that uniform formula nor the sharp growth order is a conclusion of this module. The source's path cubic-growth statement is compatible with the single counterexample.
Literature reading. The source's Theorems 2.19 and 3.3 are independently proved bounds; their proofs do not assume Conjecture 3.5. Section 4 uses Conjectures 2.20, 3.4 and 3.5 as motivation for stronger bounds. The present refutation removes path minimality as support for that proposed cubic lower-growth picture; it neither refutes those proved bounds nor settles Conjectures 2.20 or 3.4. These dependency and scope observations are based on the paper, not additional Lean statements.
ASSUMED-UNVERIFIED
Unverified assumptions
Literature completeness, priority, and the absence of an unlocated external
settlement are ASSUMED-UNVERIFIED. The optional infinite family, the
smallest counterexample order and the sharp global extremal growth remain
outside the kernel-checked settlement. Numerical finite differences are
corroborating computations, not formal certificates of a uniform claim.