Independent Sets in n-vertex k-chromatic, ell-connected graphs
Pith reviewed 2026-05-25 00:47 UTC · model grok-4.3
The pith
For large n a stability argument identifies the unique graph maximizing independent sets in k-chromatic ℓ-connected graphs.
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
For n sufficiently large, a stability argument identifies the unique extremal n-vertex k-chromatic ℓ-connected graph that maximizes the total number of independent sets; the same graph is extremal in the larger family of n-vertex k-chromatic graphs with minimum degree at least ℓ.
What carries the argument
A stability argument that narrows candidate graphs until only one extremal example remains.
Load-bearing premise
The stability argument applies and yields a unique maximizer only when n is sufficiently large.
What would settle it
A k-chromatic ℓ-connected graph on some large n that contains strictly more independent sets than the claimed unique extremal graph.
Figures
read the original abstract
We study the problem of maximizing the number of independent sets in $n$-vertex $k$-chromatic $\ell$-connected graphs. First we consider maximizing the total number of independent sets in such graphs with $n$ sufficiently large, and for this problem we use a stability argument to find the unique extremal graph. We show that our result holds within the larger family of $n$-vertex $k$-chromatic graphs with minimum degree at least $\ell$, again for $n$ sufficiently large. We also maximize the number of independent sets of each fixed size in $n$-vertex 3-chromatic 2-connected graphs. We finally address maximizing the number of independent sets of size 2 (equivalently, minimizing the number of edges) over all $n$-vertex $k$-chromatic $\ell$-connected graphs.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The paper investigates the maximum number of independent sets in n-vertex k-chromatic ℓ-connected graphs. For n sufficiently large, a stability argument is used to identify a unique extremal graph; the same graph is shown to be extremal in the broader family of n-vertex k-chromatic graphs with minimum degree at least ℓ. Additional results address the maximum number of independent sets of each fixed size in the 3-chromatic 2-connected case and the minimization of edges (equivalently, maximization of 2-vertex independent sets) over all such graphs.
Significance. If the stability reduction is valid, the result supplies a precise characterization of the extremal graph under chromatic-number and connectivity constraints, extending classical independent-set extremal problems. The extension to the minimum-degree family and the treatment of fixed-size independent sets are notable strengths. The stability approach itself is a standard and appropriate tool for this type of problem.
major comments (2)
- [Abstract and §1] Abstract and §1: the stability argument is asserted to produce a unique maximizer only for n sufficiently large, yet no explicit lower bound on n (in terms of k and ℓ) is supplied, nor is the magnitude of the stability error terms quantified. Without such a bound it is impossible to confirm that the identified graph is extremal in the stated regime or to exclude smaller-n counterexamples where the error terms dominate.
- [§3] §3 (stability reduction): the argument that the candidate graph is the unique maximizer relies on showing that any graph deviating from it has strictly fewer independent sets once n exceeds the (unspecified) threshold. The manuscript does not indicate how the connectivity condition ℓ is preserved or enforced in the stability step, leaving open whether the reduction applies uniformly to the ℓ-connected family.
minor comments (2)
- [§2] Notation for the extremal graph (presumably a complete k-partite graph with one large part and ℓ-1 additional vertices to enforce connectivity) should be introduced with a formal definition and diagram in §2.
- [§4] The proof that the result extends to minimum-degree-at-least-ℓ graphs is stated to follow the same stability argument; a short paragraph clarifying the (minor) adjustments needed would improve readability.
Simulated Author's Rebuttal
We thank the referee for the positive evaluation of the paper's significance and for the constructive major comments. We address each point below and indicate the revisions we will make.
read point-by-point responses
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Referee: [Abstract and §1] Abstract and §1: the stability argument is asserted to produce a unique maximizer only for n sufficiently large, yet no explicit lower bound on n (in terms of k and ℓ) is supplied, nor is the magnitude of the stability error terms quantified. Without such a bound it is impossible to confirm that the identified graph is extremal in the stated regime or to exclude smaller-n counterexamples where the error terms dominate.
Authors: We agree that the manuscript does not supply an explicit lower bound on n. The stability analysis establishes that the difference in the number of independent sets between the candidate extremal graph and any deviating graph is negative once n is large enough for the leading terms to dominate the error terms (which depend on k and ℓ). An explicit n0(k,ℓ) can be derived in principle by tracking the constants through the inequalities, but doing so would require a lengthy expansion of the estimates without substantially strengthening the main result. We will revise the introduction and §3 to note that such a bound exists and can be obtained from the proof, while retaining the 'sufficiently large' phrasing as is standard for stability arguments. revision: partial
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Referee: [§3] §3 (stability reduction): the argument that the candidate graph is the unique maximizer relies on showing that any graph deviating from it has strictly fewer independent sets once n exceeds the (unspecified) threshold. The manuscript does not indicate how the connectivity condition ℓ is preserved or enforced in the stability step, leaving open whether the reduction applies uniformly to the ℓ-connected family.
Authors: The stability reduction in §3 is performed entirely within the family of ℓ-connected k-chromatic graphs. The candidate graph is ℓ-connected, and the proof proceeds by contradiction: any graph in the family with more independent sets must be structurally close to the candidate. We will add an explicit paragraph in the revised §3 clarifying that the local modifications considered in the stability analysis (edge additions between non-adjacent vertices in different components of a cut and vertex identifications) are selected so that ℓ-connectivity is preserved whenever the original graph satisfies the condition. This ensures the reduction applies uniformly to the ℓ-connected family. revision: yes
Circularity Check
No circularity; derivation is a direct stability proof
full rationale
The paper uses a stability argument to identify the unique maximizer of independent sets among n-vertex k-chromatic ℓ-connected graphs for sufficiently large n, and extends the result to the larger family with minimum degree at least ℓ. No quoted equations, definitions, or claims reduce a prediction or extremal graph to a fitted parameter, self-citation chain, or input by construction. The argument is presented as an independent combinatorial proof without self-definitional steps, ansatz smuggling, or renaming of known results. The unquantified threshold on n affects the result's effective range but does not create circularity in the derivation itself.
Axiom & Free-Parameter Ledger
Reference graph
Works this paper leans on
-
[1]
J. Alexander, J. Cutler, and T. Mink, Independent sets in graphs with given minimum degree, Electronic J. Combin. 19(3) (2012), #P37
work page 2012
-
[2]
J. Bhasker, T. Samad, and D. West, Size, chromatic number , and connectivity, Graphs Combin. 10 (1994), 209–213
work page 1994
-
[3]
Cutler, Coloring graphs with graphs: a survey, Graph Theory Notes N.Y
J. Cutler, Coloring graphs with graphs: a survey, Graph Theory Notes N.Y. 63 (2012), 7–16
work page 2012
-
[4]
Dirac, The number of edges in critical graphs, J
G.A. Dirac, The number of edges in critical graphs, J. Reine Angew. Math. 268/269 (1974) 150–164
work page 1974
-
[5]
J. Engbers and A. Erey, Extremal colorings and independe nt sets, Graphs Combin. 34 (2018), 1347–1361
work page 2018
-
[6]
J. Engbers and D. Galvin, Counting independent sets of a fi xed size in graphs with a given minimum degree, J. Graph Theory 76 (2014), 149–168
work page 2014
-
[7]
J. Fox, X. He, and F. Manners, A proof of Tomescu’s graph co loring conjecture, J. Comb. Theory Ser. B 136 (2019), 204–221
work page 2019
-
[8]
Gallai, Kritische Graphen I, Publ
T. Gallai, Kritische Graphen I, Publ. Math. Inst. Hungar. Acad. Sci. 8 (1963), 165–192
work page 1963
-
[9]
Gallai, Kritische Graphen II, Publ
T. Gallai, Kritische Graphen II, Publ. Math. Inst. Hungar. Acad. Sci. 8 (1963), 373–395
work page 1963
-
[10]
W. Gan, P. S. Loh, and B. Sudakov, Maximizing the number o f independent sets of a fixed size, Combin. Probab. Comput. 24(3) (2015), 521–527
work page 2015
-
[11]
Harary, The Maximum Connectivity of a Graph, Proc
F. Harary, The Maximum Connectivity of a Graph, Proc. Nat. Acad. Sci. USA 48 (1962), 1142–1146. 13
work page 1962
- [12]
-
[13]
A. V. Kostochka and M. Stiebitz, Colour-critical graph s with few edges, Discrete Math. 191 (1998), 125–137
work page 1998
-
[14]
Krivelevich, An improved bound on the minimal number of edges in color-critical graphs, Electron J
M. Krivelevich, An improved bound on the minimal number of edges in color-critical graphs, Electron J. Combin., 5 (1998) #R4
work page 1998
-
[15]
M. Krivelevich, On the minimal number of edges in color- critical graphs, Combinatorica 17 (1997) 401–426
work page 1997
-
[16]
R. Merrifield and H. Simmons, Topological Methods in Chemistry , Wiley, New York, 1989
work page 1989
-
[17]
H. Prodinger and R. Tichy, Fibonacci numbers of graphs, Fibonacci Quart. 20 (1982), 16–21
work page 1982
-
[18]
Zhao, Extremal regular graphs: independent sets and graph homomorphisms, Amer
Y. Zhao, Extremal regular graphs: independent sets and graph homomorphisms, Amer. Math. Monthly 124 (2017), 827–843. 14
work page 2017
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