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

From papers

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 SV(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),0in(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), 0in(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.

Progress summary

Open

The conjecture remains open: only the special case for dominating sets is known, and a 2026 paper offers tools but no proof or counterexample.

Makowsky and Rakita formulated the conjecture in 2021, with publication in 2023. It asserts that, for every upward monotone augmented graph property, the associated counting sequence is unimodal for almost all graphs.

Known results

  • Dominating-set sequences are unimodal for random graphs G(n,p)G(n,p) with fixed p(0,1)p\in(0,1), with mode n/2\lceil n/2\rceil (2020).
  • The same conclusion holds when δ(G)2log2(n)\delta(G)\ge 2\log_2(n) (2021).
  • A broader theorem proves almost-all-graphs unimodality for graph polynomials from non-trivial co-hereditary graph properties, but not the augmented-property conjecture (2021).

2026 tools for domination polynomials

A 2026 paper develops transversal and root-based methods described as tools toward resolving the conjecture, but the available record reports neither a proof nor a counterexample to the full augmented-property statement.

Current status (as of August 2026): The dominating-set special case and other partial results are settled, but the almost-all-graphs conjecture for all upward monotone augmented graph properties remains open.

Sources
Sources & referencesView supporting material

Primary source

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

Solutions 1

Counterexample

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 SV(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)={vV(G):degG(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/2q=\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)PO(G)S  or  St.(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)={(mkr),k<t,(m+rk),kt.(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 krk-r vertices from the other mm. At or above the threshold every set qualifies.

A strict dip

Suppose that r1r\ge1 and m24m\ge24. The three consecutive indices t2,t1,tt-2,t-1,t lie between zero and m+rm+r. Equation (2) gives

ct2=(mq+1),ct1=(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)=mq1q+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 ct2>ct1c_{t-2}>c_{t-1}.

For the other inequality put s=mq3s=m-q-3. Since r1r\ge1,

ct=(m+rs)(m+1s),ct1=(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+1s)(ms).(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 q210q14q^2-10q-14. If m=2q+1m=2q+1, the difference is q27q14q^2-7q-14. Here m24m\ge24 implies q12q\ge12, and both differences are strictly positive. Thus

ct2>ct1<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 n1n\ge1 and GG(n,1/2)G\sim G(n,1/2), the vector of degree parities is uniform among the 2n12^{n-1} binary vectors with even coordinate sum. Here is a direct proof. Fix the edges among the first n1n-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 n1n-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)=21n(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

21n(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

limnPr((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 1i<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.

0 endorsements
Shivam Patel ·