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Balanced Double Broom Graph

Updated 7 July 2026
  • The balanced double broom graph is defined as a symmetric tree where pendant edges are equally distributed at two ends, forming dual broom heads.
  • It encompasses multiple formulations such as balanced double stars, path-end double brooms, and strong double brooms with source-dependent definitions.
  • It plays a key role in planar Turán theory, random walk extremal studies, and graph reconstruction, yielding precise combinatorial and extremal results.

The balanced double broom graph is a symmetric broom-like tree construction whose precise formalization is source-dependent. In recent arXiv literature, the term is used either explicitly or by close equivalence for several related families: the balanced double star Sk,kS_{k,k}, two-ended diameter-constrained trees denoted Dn,dD_{n,d}, path-end double-brooms Dm,m,pD_{m,m,p}, and the more general strong double broom B(n,n,mPk)B(n,n,mP_k) with multiple internally vertex-disjoint hub-to-hub paths (Xu et al., 2024, Beveridge et al., 28 Oct 2025, Ma et al., 2016, Anushadevi et al., 2018). Across these formulations, the common geometric idea is the same: pendant structure is distributed symmetrically, or as symmetrically as possible, at the two ends of a path or between two hubs.

1. Terminology and source-specific definitions

The literature represented here does not impose a single universal definition of “balanced double broom graph.” Instead, the name is attached to several closely related symmetric constructions.

Source Notation Defining construction
(Xu et al., 2024) Sm,mS_{m,m} Take an edge xyxy, join xx with mm vertices and yy with mm distinct vertices; this is the balanced double star
(Beveridge et al., 28 Oct 2025) Dn,dD_{n,d}0 A path Dn,dD_{n,d}1 with Dn,dD_{n,d}2 pendant edges at Dn,dD_{n,d}3 and Dn,dD_{n,d}4 at Dn,dD_{n,d}5, balanced by Dn,dD_{n,d}6, Dn,dD_{n,d}7
(Beveridge et al., 4 Aug 2025) Dn,dD_{n,d}8 A path Dn,dD_{n,d}9 with Dm,m,pD_{m,m,p}0 leaves at Dm,m,pD_{m,m,p}1 and Dm,m,pD_{m,m,p}2 leaves at Dm,m,pD_{m,m,p}3, balanced by Dm,m,pD_{m,m,p}4, Dm,m,pD_{m,m,p}5
(Ma et al., 2016) Dm,m,pD_{m,m,p}6 A Dm,m,pD_{m,m,p}7-vertex path with Dm,m,pD_{m,m,p}8 leaves appended at each end
(Anushadevi et al., 2018) Dm,m,pD_{m,m,p}9 Two hubs B(n,n,mPk)B(n,n,mP_k)0, B(n,n,mPk)B(n,n,mP_k)1 leaves at each hub, and B(n,n,mPk)B(n,n,mP_k)2 internally vertex-disjoint B(n,n,mPk)B(n,n,mP_k)3-B(n,n,mPk)B(n,n,mP_k)4 paths of order B(n,n,mPk)B(n,n,mP_k)5

The balanced double star B(n,n,mPk)B(n,n,mP_k)6 is the simplest of these models. The paper defining double stars states that a double star B(n,n,mPk)B(n,n,mP_k)7 is obtained by taking an edge B(n,n,mPk)B(n,n,mP_k)8 and joining B(n,n,mPk)B(n,n,mP_k)9 with Sm,mS_{m,m}0 vertices and Sm,mS_{m,m}1 with Sm,mS_{m,m}2 distinct vertices, and that the graph is balanced when Sm,mS_{m,m}3; consequently Sm,mS_{m,m}4 and Sm,mS_{m,m}5 (Xu et al., 2024).

The path-end double-broom model Sm,mS_{m,m}6 is equally explicit: it is the tree with Sm,mS_{m,m}7 vertices obtained from a Sm,mS_{m,m}8-vertex path by appending Sm,mS_{m,m}9 leaf neighbors at one end and xyxy0 at the other (Ma et al., 2016). The strong balanced double broom xyxy1 broadens this by allowing a bundle of xyxy2 internally vertex-disjoint xyxy3-xyxy4 paths of equal order xyxy5 rather than a single central path (Anushadevi et al., 2018).

A notable negative fact is also part of the terminology. The xyxy6-boundedness paper on xyxy7-brooms does not define or mention a balanced double broom graph; its subject is the one-sided xyxy8-broom, not a two-sided balanced variant (Liu et al., 2021). This suggests a source-dependent convention rather than a universally fixed object.

2. Relation to brooms, double stars, and multibrooms

The closest one-sided comparator is the xyxy9-broom. For a positive integer xx0, a xx1-broom is the graph obtained from xx2 by subdividing an edge once. With the notation of that paper, its vertex set is

xx3

and its edge set is

xx4

It is therefore a subdivided star with one high-degree center, one degree-xx5 vertex on a path of length xx6, and xx7 additional pendant leaves. The same source records the small cases xx8-broom xx9 and mm0-broom mm1 chair or fork (Liu et al., 2021). A balanced double broom is not this object: the mm2-broom is intrinsically one-sided, whereas the double-broom constructions above are two-sided.

The broom language used in induced-subgraph theory is broader. A broom of length mm3 is obtained from a mm4-edge path with ends mm5 by adding leaves adjacent to mm6, and mm7 is called the handle. A mm8-broom is such a broom with exactly mm9 leaves, and a yy0-multibroom is obtained by identifying the handles of yy1 such brooms (Scott et al., 2018). In that framework, a balanced double broom is most naturally modeled as a yy2-multibroom, and if equal leaf multiplicities are also intended, by identifying the handles of two isomorphic yy3-brooms. That identification is an interpretation rather than terminology fixed by the paper itself (Scott et al., 2018).

A second nearby one-sided model is the broom yy4, defined as the graph obtained from an yy5-vertex path by adding yy6 new leaves connected to a penultimate vertex yy7 of the path, where yy8 is called the center of the broom (Gerbner, 2024). In that sense, the balanced double broom is the two-sided analogue of a one-sided path-with-leaves tree. This analogy is methodological rather than terminological: the paper on yy9 does not state a theorem for balanced double brooms, but its extremal constructions and common-neighborhood arguments are explicitly presented as highly relevant to such two-sided variants (Gerbner, 2024).

A common misconception is therefore easy to isolate. The terms mm0-broom, broom mm1, double star mm2, multibroom mm3, and balanced double broom do not coincide across these papers. They form a family of related but nonidentical broom-shaped trees, differing chiefly in whether branching occurs at one side, at two adjacent centers, or at the ends of a longer path (Liu et al., 2021, Scott et al., 2018, Gerbner, 2024).

3. Balanced double stars and planar Turán theory

In planar extremal graph theory, the relevant balanced object is the balanced double star mm4. The planar Turán number mm5 is defined as the maximum number of edges in an mm6-vertex planar graph with no mm7 subgraph, and the balanced double star paper gives an exact classification for this family (Xu et al., 2024).

The paper emphasizes that, among balanced double stars, mm8 was the only remaining unresolved case. It then proves the exact value of mm9, thereby completing the planar Turán theory for all balanced double stars (Xu et al., 2024).

Balanced double star Exact planar Turán number Regime
Dn,dD_{n,d}00 Dn,dD_{n,d}01 if Dn,dD_{n,d}02, else Dn,dD_{n,d}03 all Dn,dD_{n,d}04
Dn,dD_{n,d}05 Dn,dD_{n,d}06 Dn,dD_{n,d}07
Dn,dD_{n,d}08 Dn,dD_{n,d}09, Dn,dD_{n,d}10, Dn,dD_{n,d}11, or Dn,dD_{n,d}12 piecewise in Dn,dD_{n,d}13
Dn,dD_{n,d}14 with Dn,dD_{n,d}15 Dn,dD_{n,d}16 all Dn,dD_{n,d}17

For Dn,dD_{n,d}18, the exact formula is

Dn,dD_{n,d}19

The same paper records that Dn,dD_{n,d}20 has two adjacent center vertices, each with three pendant neighbors, so it has Dn,dD_{n,d}21 vertices and Dn,dD_{n,d}22 edges, and that Dn,dD_{n,d}23 is a path on Dn,dD_{n,d}24 vertices (Xu et al., 2024).

The extremal significance of the balanced double star is therefore exact rather than asymptotic in the planar setting. For Dn,dD_{n,d}25, the problem becomes trivial in the planar class because a double wheel avoids Dn,dD_{n,d}26, giving Dn,dD_{n,d}27; for Dn,dD_{n,d}28, the exact value is genuinely nontrivial and piecewise (Xu et al., 2024). This sharply distinguishes the balanced double star from many other broom-like trees whose planar extremal behavior remains only partially understood.

4. Random walks, meeting times, and diameter-constrained balanced double brooms

Two recent random-walk papers assign opposite extremal roles to balanced double broom trees because they optimize different functionals.

Objective Extremal role of the balanced double broom Source
Dn,dD_{n,d}29 unique maximizer in Dn,dD_{n,d}30 (Beveridge et al., 28 Oct 2025)
Dn,dD_{n,d}31 unique minimizer in Dn,dD_{n,d}32 when Dn,dD_{n,d}33 have opposite parity; otherwise replaced by a balanced near double broom (Beveridge et al., 4 Aug 2025)

For a tree Dn,dD_{n,d}34, both papers use the stationary distribution

Dn,dD_{n,d}35

and the hitting time Dn,dD_{n,d}36, the expected number of steps needed for a random walk started at Dn,dD_{n,d}37 to reach Dn,dD_{n,d}38 (Beveridge et al., 28 Oct 2025, Beveridge et al., 4 Aug 2025).

In the best-meeting-time paper, the balanced double broom Dn,dD_{n,d}39 is the unique maximizer of

Dn,dD_{n,d}40

among trees of order Dn,dD_{n,d}41 and diameter Dn,dD_{n,d}42. The paper defines a double broom in Dn,dD_{n,d}43 as a path Dn,dD_{n,d}44 with Dn,dD_{n,d}45 pendant edges at Dn,dD_{n,d}46 and Dn,dD_{n,d}47 at Dn,dD_{n,d}48, one leaf at each side labeled Dn,dD_{n,d}49 and Dn,dD_{n,d}50, and calls it balanced when

Dn,dD_{n,d}51

Its main theorem states that for Dn,dD_{n,d}52, the maximum best meeting time over Dn,dD_{n,d}53 is achieved uniquely by Dn,dD_{n,d}54, with an explicit parity-dependent closed form (Beveridge et al., 28 Oct 2025).

That paper also identifies the minimizing meeting vertex via barycenters. The minimizers of the joining time are exactly the barycenter(s), so the best meeting vertex in a balanced double broom is a barycenter. It further shows that when the graph is split at a barycenter, the two resulting rooted subtrees are brooms, and the minimum joining time decomposes as a sum of the corresponding maximum joining times of those brooms (Beveridge et al., 28 Oct 2025).

The meeting-time paper studies the worst-target functional

Dn,dD_{n,d}55

Here the balanced double broom is the minimizing shape for fixed Dn,dD_{n,d}56 and Dn,dD_{n,d}57 only when Dn,dD_{n,d}58 and Dn,dD_{n,d}59 have opposite parity. In that case,

Dn,dD_{n,d}60

When Dn,dD_{n,d}61 and Dn,dD_{n,d}62 have the same parity, the minimizer becomes a balanced near double broom Dn,dD_{n,d}63, obtained by moving the unavoidable extra leaf from an endpoint to the middle of the spine (Beveridge et al., 4 Aug 2025).

The contrast with the broom graph is exact. In the meeting-time paper, the broom Dn,dD_{n,d}64 uniquely maximizes Dn,dD_{n,d}65, whereas the balanced double broom or balanced near double broom minimizes it (Beveridge et al., 4 Aug 2025). In the best-meeting-time paper, the balanced double broom uniquely maximizes Dn,dD_{n,d}66 for fixed Dn,dD_{n,d}67, and among all trees on Dn,dD_{n,d}68 vertices the path Dn,dD_{n,d}69 is the maximizer when Dn,dD_{n,d}70 is even, while Dn,dD_{n,d}71 is the maximizer when Dn,dD_{n,d}72 is odd and Dn,dD_{n,d}73 (Beveridge et al., 28 Oct 2025). This objective-function dependence is central: the same balanced tree shape can be extremal in opposite directions for different random-walk criteria.

5. Reconstruction theory for double-broom families

The reconstruction literature fixes a more rigid path-end model. The double-broom Dn,dD_{n,d}74 is the tree obtained from a Dn,dD_{n,d}75-vertex path by appending Dn,dD_{n,d}76 leaf neighbors at one end and Dn,dD_{n,d}77 at the other, and the balanced double broom is the symmetric case Dn,dD_{n,d}78 (Ma et al., 2016).

The two reconstruction parameters are the degree-associated edge-reconstruction number Dn,dD_{n,d}79, the minimum number of decards sufficient to reconstruct Dn,dD_{n,d}80, and the adversary degree-associated edge-reconstruction number Dn,dD_{n,d}81, the least Dn,dD_{n,d}82 such that every set of Dn,dD_{n,d}83 decards determines Dn,dD_{n,d}84 (Ma et al., 2016). For balanced double-brooms, the paper provides a complete classification of Dn,dD_{n,d}85 and a criterion-based classification of Dn,dD_{n,d}86.

Balanced double-broom Dn,dD_{n,d}87
Dn,dD_{n,d}88 Dn,dD_{n,d}89
Dn,dD_{n,d}90, Dn,dD_{n,d}91 Dn,dD_{n,d}92
Dn,dD_{n,d}93 Dn,dD_{n,d}94
Dn,dD_{n,d}95, Dn,dD_{n,d}96 Dn,dD_{n,d}97
Dn,dD_{n,d}98, Dn,dD_{n,d}99 Dm,m,pD_{m,m,p}00
Dm,m,pD_{m,m,p}01, Dm,m,pD_{m,m,p}02 Dm,m,pD_{m,m,p}03
Dm,m,pD_{m,m,p}04, Dm,m,pD_{m,m,p}05 Dm,m,pD_{m,m,p}06
Dm,m,pD_{m,m,p}07, Dm,m,pD_{m,m,p}08 Dm,m,pD_{m,m,p}09
Dm,m,pD_{m,m,p}10, Dm,m,pD_{m,m,p}11 Dm,m,pD_{m,m,p}12
Dm,m,pD_{m,m,p}13, Dm,m,pD_{m,m,p}14 Dm,m,pD_{m,m,p}15
Dm,m,pD_{m,m,p}16, Dm,m,pD_{m,m,p}17 Dm,m,pD_{m,m,p}18

For Dm,m,pD_{m,m,p}19, the same paper proves that Dm,m,pD_{m,m,p}20 is always Dm,m,pD_{m,m,p}21 or Dm,m,pD_{m,m,p}22, with

Dm,m,pD_{m,m,p}23

Specializing the balanced cases extracted in the source, one has

Dm,m,pD_{m,m,p}24

and for all Dm,m,pD_{m,m,p}25,

Dm,m,pD_{m,m,p}26

All remaining balanced cases have Dm,m,pD_{m,m,p}27 (Ma et al., 2016).

The strong double broom paper generalizes the symmetric model to

Dm,m,pD_{m,m,p}28

with two hubs Dm,m,pD_{m,m,p}29, Dm,m,pD_{m,m,p}30 leaves at each hub, and Dm,m,pD_{m,m,p}31 internally vertex-disjoint Dm,m,pD_{m,m,p}32-Dm,m,pD_{m,m,p}33 paths of order Dm,m,pD_{m,m,p}34. Its basic parameters are

Dm,m,pD_{m,m,p}35

with two hub vertices of degree Dm,m,pD_{m,m,p}36, Dm,m,pD_{m,m,p}37 leaves of degree Dm,m,pD_{m,m,p}38, and Dm,m,pD_{m,m,p}39 internal path vertices of degree Dm,m,pD_{m,m,p}40 (Anushadevi et al., 2018).

For this balanced strong double broom, the paper proves that Dm,m,pD_{m,m,p}41 is always Dm,m,pD_{m,m,p}42 or Dm,m,pD_{m,m,p}43, and determines Dm,m,pD_{m,m,p}44. The exceptional value is

Dm,m,pD_{m,m,p}45

while Dm,m,pD_{m,m,p}46 is Dm,m,pD_{m,m,p}47 in most remaining cases and Dm,m,pD_{m,m,p}48 or Dm,m,pD_{m,m,p}49 in the rest (Anushadevi et al., 2018). The symmetry of the balanced construction is structurally important here because leaf, hub, and middle da-ecards come in repeated isomorphism classes, making adversarial reconstruction subtler than existential reconstruction.

6. Balancedness, caterpillar structure, and source-dependent limits

A different use of “balanced” arises in clique-matrix theory. A graph is balanced if its clique-matrix contains no square submatrix of odd order with exactly two Dm,m,pD_{m,m,p}50's in each row and column. Within the class of distance-hereditary graphs, balanced graphs are exactly the hereditary clique-Helly graphs, equivalently the graphs with no induced Dm,m,pD_{m,m,p}51 (Busolini et al., 1 Jul 2026). Standard double broom graphs are trees, hence distance-hereditary, and therefore balanced in this sense because a tree cannot contain the dense six-vertex graph Dm,m,pD_{m,m,p}52 (Busolini et al., 1 Jul 2026). This is a different notion from “balanced double broom,” but it gives an exact structural characterization for the usual tree forms.

Balanced domination supplies another specialized framework. A balanced domination function is a labeling Dm,m,pD_{m,m,p}53 such that the sum of labels over every closed neighborhood is zero, and the balanced domination number is

Dm,m,pD_{m,m,p}54

A graph is called Dm,m,pD_{m,m,p}55-balanced when Dm,m,pD_{m,m,p}56 (Nikolic et al., 9 Nov 2025). That paper does not provide a closed formula for balanced double broom graphs, but it does treat caterpillars, and a double broom is a special caterpillar. For a caterpillar Dm,m,pD_{m,m,p}57, any nonzero modified balanced domination function forces the necessary congruence

Dm,m,pD_{m,m,p}58

where Dm,m,pD_{m,m,p}59 is the total number of leaves (Nikolic et al., 9 Nov 2025). Specializing to a double broom with spine Dm,m,pD_{m,m,p}60 and endpoint leaf counts Dm,m,pD_{m,m,p}61, this gives the necessary condition Dm,m,pD_{m,m,p}62. The same source records the tridiagonal spine system

Dm,m,pD_{m,m,p}63

as an immediate specialization of the caterpillar equations (Nikolic et al., 9 Nov 2025).

Finally, several papers in the supplied corpus are methodologically adjacent without directly defining the object. The Dm,m,pD_{m,m,p}64-broom Dm,m,pD_{m,m,p}65-boundedness paper treats a one-sided subdivided star, not a balanced double broom (Liu et al., 2021). The broom extremal paper treats the one-sided broom Dm,m,pD_{m,m,p}66, not a two-sided balanced form, but explicitly frames its results as a structural precursor for balanced double broom problems (Gerbner, 2024). The multibroom paper covers Dm,m,pD_{m,m,p}67-multibrooms and therefore includes some balanced double broom instances of types Dm,m,pD_{m,m,p}68 and Dm,m,pD_{m,m,p}69, but not all possible balanced side lengths (Scott et al., 2018).

Taken together, these sources show that “balanced double broom graph” is best understood as a family resemblance rather than a single invariant definition. In planar Turán theory it is effectively the balanced double star Dm,m,pD_{m,m,p}70; in fixed-diameter random-walk extremal theory it is the two-ended tree Dm,m,pD_{m,m,p}71; in reconstruction theory it is the symmetric path-end tree Dm,m,pD_{m,m,p}72; and in strong reconstruction it is the hub-symmetric graph Dm,m,pD_{m,m,p}73. The unifying feature is bilateral symmetry of the broom heads, while the exact combinatorial model is determined by the ambient problem (Xu et al., 2024, Beveridge et al., 28 Oct 2025, Ma et al., 2016, Anushadevi et al., 2018).

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