Planar first-passage percolation fluctuations

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Subjects: Analysis and dynamics · Probability

Collections: Random geometry

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The problem

Imagine a square street grid with a random travel time on each edge. A longer route can arrive first if its edges are quicker. With independent exponential times averaging one, how widely do fastest arrival times vary across fresh grids as the destination moves farther east? The conjectured variance grows as distance to the two-thirds power.[1] [2]

Scope

Undirected nearest-neighbor edges of Z² have independent exponential passage times of mean one. Tₙ is the minimum total edge time from (0,0) to (n,0).

What remains open

A logarithmic variance lower bound shows that the arrival-time spread cannot stay bounded. The predicted two-thirds growth is a much sharper claim. A newer improvement applies to a smooth random landscape with rotational symmetry, rather than this grid of independent edge times.[1] [2]

Why it matters

The fastest route depends on the very delays being measured, so its uncertainty differs from adding delays along one fixed route. The problem tests how route choice shapes fluctuations in random spreading, and whether this simple model shares the scaling found in other growth models.[2]

Definitions

2 terms
variance

The average squared deviation from a random quantity’s mean. Standard deviation is its square root, so a two-thirds variance power would correspond to a one-third standard-deviation power.[1] [2]

last-passage

A related optimization that maximizes accumulated random weights over specified paths, commonly directed ones. Exact fluctuation formulas in solvable versions do not prove the exponent for the undirected minimum-time model here.[2]

Sources

  1. Planar first-passage percolation times are not tight Robin Pemantle and Yuval Peres · 2004-04-02
    Notes on Planar first-passage percolation times are not tight

    Archived version of a 1994 chapter; defines the exponential lattice target and proves a logarithmic variance lower bound.

  2. Rotationally invariant first passage percolation: Breaking the n/log n Variance Barrier Riddhipratim Basu, Vladas Sidoravicius and Allan Sly · 2026-04-01
    Notes on Rotationally invariant first passage percolation: Breaking the n/log n Variance Barrier

    Preprint reports a stronger upper bound for rotationally invariant Riemannian FPP, while explaining the lattice and exactly solvable model distinction.

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