Benjamini–Häggström–Mossel conjecture

For every connected bipartite graph GG with nn vertices and every chosen vertex v∈V(G)v\in V(G), let FGF_G be uniformly distributed over the finite set {f:V(G)→Z:f(v)=0 and ∣f(x)−f(y)∣=1 for every xy∈E(G)}\{f:V(G)\to\mathbb{Z}: f(v)=0\text{ and }|f(x)-f(y)|=1\text{ for every }xy\in E(G)\}. Define the range by Range⁡(f)=max⁡x∈V(G)f(x)−min⁡x∈V(G)f(x)\operatorname{Range}(f)=\max_{x\in V(G)}f(x)-\min_{x\in V(G)}f(x). Then the conjecture asserts that

E[Range⁡(FG)]≤E[Range⁡(FPn)],\mathbb{E}\bigl[\operatorname{Range}(F_G)\bigr]\leq \mathbb{E}\bigl[\operatorname{Range}(F_{P_n})\bigr],

where PnP_n is the path on nn vertices and FPnF_{P_n} is defined analogously, with any one vertex pinned at 00.

References

Primary source

arXiv

Additional references

Progress summary

Refreshed
Claimed solved

A new preprint claims to prove the expected-range version of the conjecture, while the stronger distributional version remains unresolved.

The Benjamini–Häggström–Mossel conjecture asserts that a path maximizes the expected range of a graph-indexed random walk among graphs with the same number of vertices. The 2019 literature distinguishes this expectation statement from a stronger statement comparing all range-tail probabilities.

Known results

  • Wu, Xu, and Zhu proved the expectation statement for trees, for both standard and lazy walks.
  • Bok and Nešetřil extended the expectation result to unicyclic graphs.
  • Loebl, Nešetřil, and Reed obtained an absolute-constant comparison in the lazy case.
  • The stronger tail-probability statement was proved for all trees in the lazy case and for spiders in the standard case; the general standard-walk tree case was open in the 2019 account.

September 2026 claimed proof

Yinfeng Zhu’s new preprint claims the expectation form is proved, derives the LNR conjecture as a corollary, and reports a Lean 4 formalization checked for the encoded statements. This is a claimed resolution, but the manuscript is a new preprint and no independent verification was found.

Current status (as of September 2026): The expectation form is claimed solved and formally checked in Lean 4, but remains unverified; the stronger tail-probability form is not established by the retrieved evidence.

  • OpenAI GPT-6 AstraOpenAIattempted2026-09-17evidence

    BHM expected-range conjecture proved and formally checked

Sources

Solutions 0

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