Recognition: unknown
The Quad-C₅ Graph: Maximum Contextuality Gap on Eight Vertices
Pith reviewed 2026-05-14 19:24 UTC · model grok-4.3
The pith
The Quad-C5 graph on eight vertices achieves the largest known contextuality gap with ten edges.
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
An exhaustive semidefinite-programming search identifies the Quad-C5 graph as achieving Δ=0.46784, surpassing the Wagner graph with fewer edges, and establishes it as a qutrit contextuality witness with η3=1+√5 whose algebraic structure derives from the KCBS pentagon.
What carries the argument
The Quad-C5 graph, defined by its four mutually overlapping induced five-cycles and golden-ratio-dominated adjacency spectrum, which carries the contextuality advantage from the pentagonal KCBS structure.
If this is right
- Quad-C5 serves as a three-dimensional quantum witness, unlike the four-dimensional requirement for the Wagner graph.
- It matches the KCBS critical visibility of approximately 0.585 under depolarizing noise for qutrits due to a uniform shift in parameters.
- At four dimensions it exceeds the Wagner graph in noise robustness.
- The contextuality advantage traces algebraically to golden-ratio eigenvalues originating in the five-cycles.
Where Pith is reading between the lines
- Optimizing for overlapping pentagons rather than edge count alone may yield better contextuality witnesses on small vertex sets.
- Similar exhaustive searches on nine or ten vertices could uncover graphs with even larger gaps or lower-dimensional realizations.
- The coincidence in noise tolerance suggests a deeper parametric relation between graph structure and visibility thresholds that might generalize to other cycle-based graphs.
Load-bearing premise
The semidefinite programming relaxation exactly equals the true quantum maximum for the Quad-C5 graph, and the high-precision numerical fit correctly identifies the algebraic value without artifacts.
What would settle it
A explicit three-dimensional quantum representation of the measurements on the Quad-C5 graph that produces a contextuality gap measurably below 0.46784 or a different minimal polynomial.
Figures
read the original abstract
We perform an exhaustive semidefinite-programming search over all 11{,}117 connected non-isomorphic simple graphs on eight vertices to maximize the quantum contextuality gap $\Delta(G)=\vartheta(G)-\alpha(G)$, where $\vartheta(G)$ is the Lov\'{a}sz theta function and $\alpha(G)$ is the independence number of the exclusion graph $G$ within the Cabello--Severini--Winter framework for projective measurements. A previously uncharacterized graph on $n=8$ vertices and $m=10$ edges, which we name the Quad-$C_5$ graph (graph6 code: \texttt{GCQb`o}), achieves $\Delta=0.46784$, surpassing the Wagner graph $W$ ($\Delta\approx0.414$, $m=12$) with two fewer edges. We determine numerically, via the PSLQ integer-relation algorithm at 50-digit precision, that Quad-$C_5$ is a \emph{qutrit} contextuality witness with $\eta_3=1+\sqrt{5}$ (minimal polynomial $x^2-2x-4=0$), while numerical evidence indicates the Wagner graph requires a four-dimensional (two-qubit) Hilbert space. The graph contains four mutually overlapping induced five-cycles, and its adjacency spectrum is dominated by golden-ratio eigenvalues, tracing the contextuality advantage algebraically to the KCBS pentagon. Under depolarizing noise, Quad-$C_5$ at $d=3$ shares the critical visibility $v^*=1/(3\sqrt{5}-5)\approx0.585$ of the KCBS witness -- an analytically provable coincidence arising from a uniform shift of the graph parameters -- while at $d=4$ it strictly surpasses the Wagner graph in noise robustness.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The manuscript performs an exhaustive semidefinite-programming search over all 11,117 connected non-isomorphic graphs on eight vertices to maximize the contextuality gap Δ(G) = ϑ(G) − α(G) in the Cabello-Severini-Winter framework. It identifies a new 10-edge graph (Quad-C5, graph6 code GCQb`o) achieving Δ ≈ 0.46784, exceeding the Wagner graph, and uses 50-digit PSLQ to claim an exact qutrit value η₃ = 1 + √5 together with a noise-robustness comparison.
Significance. If the numerical identification holds, the work supplies a new minimal-edge qutrit contextuality witness whose algebraic structure traces to the KCBS pentagon via golden-ratio eigenvalues, potentially simplifying experimental tests and improving noise tolerance relative to the Wagner graph.
major comments (3)
- [§3] §3 (Results section): The identification of η₃ = 1 + √5 for Quad-C5 rests entirely on PSLQ reconstruction of the floating-point SDP output; no explicit projective vectors in dimension 3 or exact-arithmetic SDP solution is supplied to confirm that the Lovász theta is attained in d=3 rather than requiring higher dimension.
- [§2] §2 (Methods): The central claim that the SDP relaxation exactly equals the quantum value for this graph assumes no gap between ϑ(G) and the true quantum bound realizable by finite-dimensional projective measurements; an explicit construction or proof ruling out such a gap is needed to support the qutrit-witness assertion.
- [Table 2] Table 2 (comparison table): The reported superiority in noise robustness at d=4 over the Wagner graph is presented numerically, but the paper does not verify whether the SDP value remains tight under the depolarizing channel or provide the corresponding optimal measurements.
minor comments (2)
- [Abstract] Abstract: The graph6 code is written with backticks; rendering in a monospace environment or code block would improve readability.
- [§4] §4 (noise analysis): The phrase 'uniform shift of the graph parameters' is invoked to explain the shared v* with KCBS but is not accompanied by the explicit parameter mapping or derivation.
Simulated Author's Rebuttal
We thank the referee for the careful reading and constructive comments on our manuscript. We address each major comment below and will revise the manuscript to incorporate explicit constructions where feasible.
read point-by-point responses
-
Referee: [§3] §3 (Results section): The identification of η₃ = 1 + √5 for Quad-C5 rests entirely on PSLQ reconstruction of the floating-point SDP output; no explicit projective vectors in dimension 3 or exact-arithmetic SDP solution is supplied to confirm that the Lovász theta is attained in d=3 rather than requiring higher dimension.
Authors: We agree that an explicit construction strengthens the claim. In the revised manuscript we will include the optimal projective vectors in dimension 3 recovered from the SDP solution; these vectors attain the numerical value to machine precision and confirm that the Lovász theta is realized exactly by qutrit measurements, yielding the algebraic value 1 + √5. revision: yes
-
Referee: [§2] §2 (Methods): The central claim that the SDP relaxation exactly equals the quantum value for this graph assumes no gap between ϑ(G) and the true quantum bound realizable by finite-dimensional projective measurements; an explicit construction or proof ruling out such a gap is needed to support the qutrit-witness assertion.
Authors: The SDP furnishes an upper bound; our numerical search finds a matching lower bound with three-dimensional projectors. The revised version will supply the explicit set of rank-1 projectors in ℂ³ that saturate the SDP value, thereby demonstrating that the quantum bound equals ϑ(G) with no gap for this graph. revision: yes
-
Referee: [Table 2] Table 2 (comparison table): The reported superiority in noise robustness at d=4 over the Wagner graph is presented numerically, but the paper does not verify whether the SDP value remains tight under the depolarizing channel or provide the corresponding optimal measurements.
Authors: We will augment Table 2 and the surrounding text with the optimal projective measurements under the depolarizing channel at d=4 for both graphs. These explicit operators confirm that the SDP bound remains tight and substantiate the reported visibility thresholds. revision: yes
Circularity Check
Exhaustive SDP enumeration over all 8-vertex graphs yields non-circular maximum contextuality gap
full rationale
The paper's central derivation is an exhaustive computational search over the complete external set of 11,117 connected non-isomorphic graphs on eight vertices. For each graph it directly evaluates the Lovász theta function ϑ(G) via standard semidefinite programming and subtracts the independence number α(G) to obtain Δ(G), then reports the maximum. No parameters are fitted to any subset of these graphs and then reused to 'predict' a related quantity on the same set; no self-citation chain or author-supplied uniqueness theorem is invoked to force the choice of graph or the value of Δ; and the subsequent PSLQ identification of the numerical result as 1+√5 is a post-processing guess rather than a definitional reduction. The derivation is therefore self-contained against the external benchmarks of graph enumeration and off-the-shelf SDP solvers.
Axiom & Free-Parameter Ledger
axioms (2)
- domain assumption Lovasz theta function via SDP equals the quantum value in the Cabello-Severini-Winter framework
- domain assumption The list of 11,117 connected non-isomorphic graphs on eight vertices is exhaustive
Reference graph
Works this paper leans on
-
[1]
We therefore report: η3(Quad-C5) = 1 + √ 5≈3.23607 (13) 5 TABLE VI
The residual test yields r=|P(η 3)|/ |P ′(η3)| ·ε SDP ≈0.3≪1,(12) confirming a genuine algebraic relation (false positives haver≫1). We therefore report: η3(Quad-C5) = 1 + √ 5≈3.23607 (13) 5 TABLE VI. Edge lists for the six highest-ranked connected 8-vertex contextuality witnesses. All ∆ values from CLARABEL. Rank ∆d ∗ |E|Edge list 1 0.46784 3 10 (0,3),(0...
-
[2]
All 500 independent restarts converged toλ max = 3.236068
Orthogonality er- ror max (i,j)∈E |⟨vi|vj⟩|<2.5×10 −14. All 500 independent restarts converged toλ max = 3.236068. i v (1) i v(2) i v(3) i 0−0.327925−0.827319 +0.456080 1 +0.591738 +0.502702 +0.630188 2 +0.265430−0.544016−0.795986 3 +0.265430−0.544016−0.795986 4−0.676200 +0.735118 +0.048537 5 +0.906649−0.139967 +0.397992 6−0.072902 +0.811912−0.579210 7 +0...
-
[3]
C. Budroni, A. Cabello, O. G¨ uhne, M. Klein- mann, and J.- ˚A. Larsson,Kochen-Specker contex- tuality, Rev. Mod. Phys.94, 045007 (2022), doi: 10.1103/RevModPhys.94.045007
-
[4]
M. Howard, J. Wallman, V. Veitch, and J. Emerson,Con- textuality supplies the ‘magic’ for quantum computation, Nature510, 351 (2014), doi:10.1038/nature13460
-
[5]
R. Raussendorf,Contextuality in measurement-based quantum computation, Phys. Rev. A88, 022322 (2013), doi:10.1103/PhysRevA.88.022322
-
[6]
S. Kochen and E. P. Specker,The problem of hidden variables in quantum mechanics, J. Math. Mech.17, 59 (1967), doi:10.1512/iumj.1968.17.17004
-
[7]
A. Cabello, S. Severini, and A. Winter,Graph-theoretic approach to quantum correlations, Phys. Rev. Lett.112, 040401 (2014), doi:10.1103/PhysRevLett.112.040401
-
[8]
Lov´ asz,On the Shannon capacity of a graph, IEEE Trans
L. Lov´ asz,On the Shannon capacity of a graph, IEEE Trans. Inf. Theory25, 1 (1979), doi: 10.1109/TIT.1979.1055985
-
[9]
A. A. Klyachko,Coherent states, entanglement, and geo- metric invariant theory, arXiv:quant-ph/0206012 (2002)
work page internal anchor Pith review Pith/arXiv arXiv 2002
-
[10]
A. A. Klyachko, M. A. Can, S. Binicio˘ glu, and A. S. Shu- movsky,Simple test for hidden variables in spin-1 systems, Phys. Rev. Lett.101, 020403 (2008), doi: 10.1103/PhysRevLett.101.020403
-
[11]
M. Ara´ ujo, M. T. Quintino, C. Budroni, M. Terra Cunha, and A. Cabello,All noncontextuality inequalities for the n-cycle scenario, Phys. Rev. A88, 022118 (2013), doi: 10.1103/PhysRevA.88.022118
-
[12]
B. D. McKay and A. Piperno,Practical graph iso- morphism, II, J. Symb. Comput.60, 94 (2014), doi: 10.1016/j.jsc.2013.09.003; graph databases athttps:// users.cecs.anu.edu.au/~bdm/data/graphs.html
-
[13]
A. A. Hagberg, D. A. Schult, and P. J. Swart, Exploring network structure, dynamics, and func- 8 tion using NetworkX, inProc. 7th Python in Sci- ence Conf. (SciPy2008), pp. 11–15 (2008), doi: 10.25080/TCWV9851
-
[14]
S. Diamond and S. Boyd,CVXPY: A Python-embedded modeling language for convex optimization, J. Mach. Learn. Res.17, 1 (2016);https://www.jmlr.org/ papers/v17/15-408.html
work page 2016
-
[15]
B. O’Donoghue, E. Chu, N. Parikh, and S. Boyd,Conic optimization via operator splitting and homogeneous self- dual embedding, J. Optim. Theory Appl.169, 1042 (2016), doi:10.1007/s10957-016-0892-3
-
[16]
D. H. Bailey and H. R. P. Ferguson,Numerical re- sults on relations between numerical constants using a new algorithm, Math. Comput.53, 649 (1989), doi: 10.1090/S0025-5718-1989-0979934-9; see also D. H. Bai- ley and D. J. Broadhurst,Parallel integer rela- tion detection, Math. Comput.70, 1719 (2001), doi: 10.1090/S0025-5718-00-01278-3
-
[17]
M. Nakata,A numerical evaluation of highly accurate multiple-precision arithmetic version of semidefinite pro- gramming solver: SDPA-GMP, -QD and -DD, inProc. 2010 IEEE Multi-Conf. Systems and Control, pp. 29–34 (2010), doi:10.1109/CACSD.2010.5612693
-
[18]
D. E. Knuth,The sandwich theorem, Electron. J. Comb. 1, A1 (1994), doi:10.37236/1193
-
[19]
G. Molina-Terriza, J. P. Torres, and L. Torner, Twisted photons, Nature Phys.3, 305 (2007), doi: 10.1038/nphys607
-
[20]
X.-M. Hu, J.-S. Chen, B.-H. Liu, Y. Guo, Y.-F. Huang, Z.-Q. Zhou, C.-F. Li, and G.-C. Guo,Experimental test of compatibility-loophole-free contextuality with spatially separated entangled qutrits, Phys. Rev. Lett.117, 170403 (2016), doi:10.1103/PhysRevLett.117.170403
-
[21]
R. W. Spekkens,Contextuality for preparations, transfor- mations, and unsharp measurements, Phys. Rev. A71, 052108 (2005), doi:10.1103/PhysRevA.71.052108
-
[22]
A. Ac´ ın, T. Fritz, A. Leverrier, and A. B. Sainz,A combi- natorial approach to nonlocality and contextuality, Com- mun. Math. Phys.334, 533 (2015), doi:10.1007/s00220- 014-2260-1
-
[23]
D. M. Cvetkovi´ c, M. Doob, and H. Sachs,Spectra of Graphs: Theory and Applications(Academic Press, New York, 1980)
work page 1980
discussion (0)
Sign in with ORCID, Apple, or X to comment. Anyone can read and Pith papers without signing in.