Almost-all-graphs unimodality conjecture for upward monotone augmented graph properties

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Let P\mathcal{P} be an upward monotone augmented graph property, meaning that membership is preserved when the distinguished subset is enlarged. For a graph GG, let ciP(G)c^{\mathcal{P}}_i(G) denote the number of subsets S⊆V(G)S\subseteq V(G) with ∣S∣=i|S|=i such that (G,S)∈P(G,S)\in\mathcal{P}. The sequence is

ciP(G),0≤i≤n(G).c^{\mathcal{P}}_i(G),\qquad 0\leq i\leq n(G).

Almost-all-graphs unimodality conjecture. For almost all graphs GG, the sequence ciP(G)c^{\mathcal{P}}_i(G), 0≤i≤n(G)0\leq i\leq n(G), is unimodal.

This conjecture generalizes the result that the numbers of dominating sets of each cardinality form a unimodal sequence for almost all graphs. It predicts the same behavior for the counting sequences associated with every upward monotone augmented graph property; the source provides no resolution of the conjecture.

References

Primary source

Johann A. Makowsky and Vsevolod Rakita, “Almost Unimodal and Real-Rooted Graph Polynomials”, arXiv:2102.00268 (2022).

Progress summary

Refreshed
Claimed solved

A reader-written construction claims the conjecture is false for almost every graph, but no independent source has verified it and the published authors’ source records the conjecture as open.

Makowsky and Rakita formulated the conjecture in 2021: every upward-monotone augmented graph property should have a unimodal counting sequence for almost all graphs. Their paper states this as Conjecture 1 and does not resolve it.

Known results

  • Beaton and Brown (2020) proved unimodality of domination-polynomial coefficients for almost all graphs, with mode ⌈n/2⌉\lceil n/2\rceil.
  • The same domination result holds under δ(G)≥2log⁡2(n)\delta(G)\ge 2\log_2(n).
  • Makowsky and Rakita (2021) proved the analogous statement for induced-subgraph counts from nontrivial co-hereditary properties, explicitly distinguishing it from the augmented-property conjecture.
  • Later work on domination polynomials supplies extensions and tools, but no general resolution.

Posted attempt

A reader-written construction defines (G,S)∈P(G,S)\in\mathcal{P} by requiring all odd-degree vertices to lie in SS or ∣S∣|S| to exceed a threshold. It claims a strict local dip in the resulting sequence for almost every graph, hence a counterexample to Conjecture 1; the argument has not been independently verified.

Current status (as of August 2026): The conjecture remains mathematically unsettled, with an unverified claimed counterexample but no corroborated disproof or proof.

Sources

Solutions 1

CounterexampleThis solution needs a summarySee full solutionHide full solution

An upward-monotone augmented graph property that is almost never unimodal

Status: DISPROVED. The argument below disproves Conjecture 1 of Johann A. Makowsky and Vsevolod Rakita, arXiv:2102.00268v4, published in European Journal of Combinatorics 108 (2023), article 103637, doi:10.1016/j.ejc.2022.103637.

The conjecture says that every upward-monotone augmented graph property has a unimodal counting sequence for almost every labelled graph. Here an augmented property is a class of pairs (G,S)(G,S), where GG is a finite simple undirected graph and S⊆V(G)S\subseteq V(G), invariant under graph isomorphisms that carry the distinguished set along. Upward monotonicity means that enlarging SS, with GG fixed, preserves membership. “Almost every” means that the probability tends to one in G(n,1/2)G(n,1/2).

The construction uses two ways for a set to qualify. A set may contain a distinguished, isomorphism-invariant group of vertices, or it may simply be sufficiently large. The first condition gives a shifted binomial sequence. The second turns on after this sequence has started decreasing, causing a strict upward jump.

The property

For a finite simple graph GG, let

O(G)={v∈V(G):deg⁡G(v) is odd},r=∣O(G)∣,m=∣V(G)∣−r,O(G)=\{v\in V(G):\deg_G(v)\text{ is odd}\},\qquad r=|O(G)|,\qquad m=|V(G)|-r,

and put q=⌊m/2⌋q=\lfloor m/2\rfloor and t=r+q+3t=r+q+3. Define one property P\mathcal P, for graphs of every order, by

(G,S)∈P⟺O(G)⊆S  or  ∣S∣≥t.(1)(G,S)\in\mathcal P \quad\Longleftrightarrow\quad O(G)\subseteq S\ \text{ or }\ |S|\ge t. \tag{1}

This definition also applies when t>∣V(G)∣t>|V(G)|; in that case its second condition is never satisfied. Degrees, their parities, and all the cardinalities in (1) are preserved by graph isomorphisms. Thus P\mathcal P is an augmented graph property. Each of the two conditions in (1) is preserved on enlarging SS, so P\mathcal P is upward monotone.

Let ck(G)c_k(G) count the qualifying kk-subsets. With the convention that an out-of-range binomial coefficient is zero, direct counting gives

ck(G)={(mk−r),k<t,(m+rk),k≥t.(2)c_k(G)= \begin{cases} \displaystyle\binom{m}{k-r},&k<t,\\[4pt] \displaystyle\binom{m+r}{k},&k\ge t. \end{cases} \tag{2}

Indeed, below the threshold one must take all rr odd-degree vertices and choose the remaining k−rk-r vertices from the other mm. At or above the threshold every set qualifies.

A strict dip

Suppose that r≥1r\ge1 and m≥24m\ge24. The three consecutive indices t−2,t−1,tt-2,t-1,t lie between zero and m+rm+r. Equation (2) gives

ct−2=(mq+1),ct−1=(mq+2),ct=(m+rr+q+3).(3)c_{t-2}=\binom{m}{q+1},\qquad c_{t-1}=\binom{m}{q+2},\qquad c_t=\binom{m+r}{r+q+3}. \tag{3}

First,

(mq+2)(mq+1)=m−q−1q+2<1,(4)\frac{\binom{m}{q+2}}{\binom{m}{q+1}} =\frac{m-q-1}{q+2}<1, \tag{4}

both for m=2qm=2q and for m=2q+1m=2q+1. Hence ct−2>ct−1c_{t-2}>c_{t-1}.

For the other inequality put s=m−q−3s=m-q-3. Since r≥1r\ge1,

ct=(m+rs)≥(m+1s),ct−1=(ms+1).c_t=\binom{m+r}{s}\ge\binom{m+1}{s}, \qquad c_{t-1}=\binom{m}{s+1}.

Their lower-bound ratio is

(m+1s)(ms+1)=(m+1)(s+1)(m+1−s)(m−s).(5)\frac{\binom{m+1}{s}}{\binom{m}{s+1}} =\frac{(m+1)(s+1)}{(m+1-s)(m-s)}. \tag{5}

If m=2qm=2q, the numerator in (5) exceeds the denominator by q2−10q−14q^2-10q-14. If m=2q+1m=2q+1, the difference is q2−7q−14q^2-7q-14. Here m≥24m\ge24 implies q≥12q\ge12, and both differences are strictly positive. Thus

ct−2>ct−1<ct.(6)c_{t-2}>c_{t-1}<c_t. \tag{6}

A sequence with a strict decrease followed by a strict increase cannot be unimodal.

Why the dip occurs for almost every graph

For n≥1n\ge1 and G∼G(n,1/2)G\sim G(n,1/2), the vector of degree parities is uniform among the 2n−12^{n-1} binary vectors with even coordinate sum. Here is a direct proof. Fix the edges among the first n−1n-1 vertices. For each i<ni<n, the edge {i,n}\{i,n\} independently determines whether the already fixed parity at vertex ii is toggled. Thus the first n−1n-1 final parities are independent fair bits. The last parity is determined by the handshaking identity, because the number of odd-degree vertices is even.

Consequently, for every even rr,

Pr⁡(∣O(G)∣=r)=21−n(nr),(7)\Pr(|O(G)|=r)=2^{1-n}\binom nr, \tag{7}

and the probability is zero for odd rr. The exceptional event r=0r=0 or m<24m<24 therefore has probability at most

21−n(1+∑j=023(nj)),(8)2^{1-n}\left(1+\sum_{j=0}^{23}\binom nj\right), \tag{8}

which tends to zero. Outside that event, (6) proves non-unimodality. In fact this fixed property satisfies the stronger conclusion

lim⁡n→∞Pr⁡((c0(G),…,cn(G)) is unimodal)=0.\lim_{n\to\infty} \Pr\bigl((c_0(G),\ldots,c_n(G))\text{ is unimodal}\bigr)=0.

This contradicts Conjecture 1.

A small explicit example

Take the path P15P_{15} on vertices 1,…,151,\ldots,15, with edges {i,i+1}\{i,i+1\} for 1≤i<151\le i<15. Its only odd-degree vertices are its two endpoints, so r=2r=2, m=13m=13, and t=11t=11. Equation (2) gives

c9=(137)=1716,c10=(138)=1287,c11=(1511)=1365.c_9=\binom{13}{7}=1716, \qquad c_{10}=\binom{13}{8}=1287, \qquad c_{11}=\binom{15}{11}=1365.

Thus even this connected graph exhibits the strict dip 1716>1287<13651716>1287<1365. The random-graph argument, rather than this single finite example alone, supplies the disproof of the almost-everywhere assertion.

The counterexample does not contradict the same paper's Theorem 1.13, which applies to counting induced subgraphs in a fixed nontrivial co-hereditary graph class. It shows that monotonicity in the distinguished set, without that additional structural restriction, is insufficient.