The site percolation threshold of the square lattice
Find a closed form for the site percolation threshold of the square lattice, p_c ≈ 0.5927460508; bond percolation has p_c = 1/2.
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| 1 | +# The site percolation threshold of the square lattice | |
| 2 | + | |
| 3 | +Open each site of the square grid independently with probability $p$. Above a critical value $p_c \approx 0.5927$ an infinite cluster of open sites appears. For the bond version of the model $p_c = 1/2$ exactly, but no exact expression is known for the site threshold. The task is to find one. | |
| 4 | + | |
| 5 | +## Problem | |
| 6 | + | |
| 7 | +Declare each vertex of $\mathbb{Z}^2$ open with probability $p$ and closed otherwise, independently of all other vertices. Two open vertices are connected when they are nearest neighbours, at distance 1. Let | |
| 8 | + | |
| 9 | +$$ | |
| 10 | +p_c = \inf\bigl\{\, p \in [0,1] : \mathbb{P}_p(\text{there is an infinite connected cluster of open sites}) > 0 \,\bigr\}. | |
| 11 | +$$ | |
| 12 | + | |
| 13 | +Find a closed-form expression for $p_c = 0.59274605079210\ldots$: a finite combination of algebraic numbers, standard constants such as $\pi$, $e$, $\gamma$, Catalan's constant $G$ and $\zeta(n)$, and special functions at algebraic arguments. | |
| 14 | + | |
| 15 | +## Background | |
| 16 | + | |
| 17 | +Broadbent and Hammersley introduced percolation in 1957 to study how the random structure of a medium affects the spread of a fluid through it [1]. For bond percolation on the square lattice, where edges rather than sites are open, a self-duality argument gives $p_c = 1/2$; Kesten proved this in 1980 [2]. That argument does not apply to site percolation, and the square-lattice site threshold has become a standard benchmark for high-precision numerical methods. Rigorous bounds on it have improved only slowly. | |
| 18 | + | |
| 19 | +## What is known | |
| 20 | + | |
| 21 | +- Numerical value: $p_c = 0.59274605079210(2)$ (Jacobsen, 2015), from an eigenvalue formulation of graph-polynomial methods in periodic Temperley–Lieb algebras [3]. HorizonMath uses this 14-digit value as its reference. | |
| 22 | +- Rigorous bounds are far weaker: van den Berg and Ermakov (1996) proved a lower bound [4], and Wierman and Oberly (2024) a new upper bound [5]. | |
| 23 | +- According to the source, neither a closed form nor a conjectured exact expression is known. | |
| 24 | + | |
| 25 | +## What would count as progress | |
| 26 | + | |
| 27 | +- A closed-form expression that matches the reference value to 13 significant digits, all but the last available one. HorizonMath's evaluator works at 100-digit precision and rejects numerical shortcuts such as quadrature, root-finding, infinite series and fitted constants; its default test asks for 20 matching digits, which no answer can reach against this 14-digit reference. | |
| 28 | +- Thirteen digits can be matched by chance, so a convincing candidate needs either a derivation or confirmation against new digits. An independent computation of $p_c$ beyond 14 digits is useful progress in its own right. | |
| 29 | + | |
| 30 | +## References | |
| 31 | + | |
| 32 | +1. S. R. Broadbent and J. M. Hammersley, "Percolation processes. I. Crystals and mazes", *Math. Proc. Cambridge Philos. Soc.* 53 (1957), 629–641. [doi:10.1017/S0305004100032680](https://doi.org/10.1017/S0305004100032680) | |
| 33 | +2. H. Kesten, "The critical probability of bond percolation on the square lattice equals 1/2", *Comm. Math. Phys.* 74 (1980), 41–59. [doi:10.1007/BF01197577](https://doi.org/10.1007/BF01197577) | |
| 34 | +3. J. L. Jacobsen, "Critical points of Potts and O(N) models from eigenvalue identities in periodic Temperley–Lieb algebras", *J. Phys. A* 48 (2015), 454003. [doi:10.1088/1751-8113/48/45/454003](https://doi.org/10.1088/1751-8113/48/45/454003) | |
| 35 | +4. J. van den Berg and A. Ermakov, "A new lower bound for the critical probability of site percolation on the square lattice", *Random Structures Algorithms* 8 (1996), 199–212. [doi link](https://doi.org/10.1002/%28SICI%291098-2418%28199605%298%3A3%3C199%3A%3AAID-RSA4%3E3.0.CO%3B2-T) | |
| 36 | +5. J. C. Wierman and S. P. Oberly, "A new upper bound for the site percolation threshold of the square lattice", in *Combinatorics, Graph Theory and Computing*, Springer Proc. Math. Stat., 2024, 129–138. [doi:10.1007/978-3-031-62166-6_9](https://doi.org/10.1007/978-3-031-62166-6_9) | |
| 37 | + | |
| 38 | +## Source | |
| 39 | + | |
| 40 | +Imported from [HorizonMath site_percolation_square](https://github.com/ewang26/HorizonMath/blob/4ef0b61a8a6d4c5ded661fab7c2e896af84abe6e/data/problems_full.json#L781-L791), curated by Erik Y. Wang, Sumeet R. Motwani et al. Open according to the source as of 2026-10-20. The statement above is written in our own words; see the source for the original wording, history and discussion. | |