The exponential growth rate of Ramsey numbers
Find lim R(k)^{1/k} for the diagonal Ramsey numbers, or even prove that the limit exists; it lies between √2 and 3.8.
| 1 | # The exponential growth rate of Ramsey numbers |
| 2 | |
| 3 | Every red-blue colouring of the edges of a large enough complete graph contains a red or a blue $K_k$. The smallest such size $R(k)$ grows exponentially, between roughly $\sqrt2^{\,k}$ and $4^k$. Erdős asked for the exact rate: does $R(k)^{1/k}$ converge, and to what? The first exponential improvement of the upper bound came only in 2023, 88 years after the classical bound. |
| 4 | |
| 5 | ## Problem |
| 6 | |
| 7 | Let $R(k)$ be the least $n$ such that every 2-colouring of the edges of the complete graph $K_n$ contains a monochromatic $K_k$. Determine |
| 8 | |
| 9 | $$ |
| 10 | \lim_{k\to\infty} R(k)^{1/k}, |
| 11 | $$ |
| 12 | |
| 13 | and in particular prove that the limit exists. |
| 14 | |
| 15 | The problem carries a \$250 prize. Erdős offered \$100 just for a proof that the limit exists, and \$1000, later \$10000, for a proof that it does not, calling that offer a joke because the limit "certainly exists". |
| 16 | |
| 17 | ## Background |
| 18 | |
| 19 | Erdős and Szekeres (1935) proved $R(k)<4^k$, and Erdős (1947) used a random colouring to show $R(k)>2^{k/2}$, one of the first applications of the probabilistic method. Together these give |
| 20 | |
| 21 | $$ |
| 22 | \sqrt2\le\liminf_{k\to\infty}R(k)^{1/k}\le\limsup_{k\to\infty}R(k)^{1/k}\le 4. |
| 23 | $$ |
| 24 | |
| 25 | Neither bound moved in the exponential scale for decades. Erdős wrote that perhaps the limit is $2$, "but we have no real evidence for this". His joke about an evil spirit demanding the value of $R(5)$ or $R(6)$, quoted on the source page, shows how hard even small cases are. |
| 26 | |
| 27 | ## What is known |
| 28 | |
| 29 | - **Lower bound.** $\liminf R(k)^{1/k}\ge\sqrt2$ is still the best; only the lower-order factor in Erdős's random bound has been improved. |
| 30 | - **Upper bound.** Campos, Griffiths, Morris and Sahasrabudhe (2023; *Ann. of Math.* 2026) proved $R(k)\le(4-\varepsilon)^k$ for a constant $\varepsilon>0$, giving $\limsup R(k)^{1/k}\le 4-\tfrac1{128}$. Gupta, Ndiaye, Norin and Wei (2024) shortened the argument and optimised it to $\limsup R(k)^{1/k}\le 3.7992\ldots$. Balister, Bollobás, Campos, Griffiths, Hurley, Morris, Sahasrabudhe and Tiba (2024) gave a different, shorter proof of an exponential improvement that also extends to any number of colours. |
| 31 | - Whether the limit exists is unknown. |
| 32 | |
| 33 | ## What would count as progress |
| 34 | |
| 35 | - A proof that $\lim R(k)^{1/k}$ exists, even without its value. |
| 36 | - Any improvement of the lower bound $\sqrt2$ in the exponential scale, for example a colouring of $K_n$ with no monochromatic $K_k$ for $n=(\sqrt2+\delta)^k$, together with a proof. |
| 37 | - A further reduction of the upper constant $3.7992$, with an argument whose optimisation step can be checked numerically. |
| 38 | - A formal proof against the Lean statement in [formal-conjectures](https://github.com/google-deepmind/formal-conjectures/blob/main/FormalConjectures/ErdosProblems/77.lean). |
| 39 | |
| 40 | ## References |
| 41 | |
| 42 | 1. P. Erdős and G. Szekeres, A combinatorial problem in geometry, *Compos. Math.* 2 (1935), 463–470. [numdam.org](http://www.numdam.org/item/CM_1935__2__463_0/) |
| 43 | 2. P. Erdős, Some remarks on the theory of graphs, *Bull. Amer. Math. Soc.* 53 (1947), 292–294. [doi:10.1090/S0002-9904-1947-08785-1](https://doi.org/10.1090/S0002-9904-1947-08785-1) |
| 44 | 3. M. Campos, S. Griffiths, R. Morris and J. Sahasrabudhe, An exponential improvement for diagonal Ramsey, *Ann. of Math.* 203 (2026), 869–932. [doi:10.4007/annals.2026.203.3.4](https://doi.org/10.4007/annals.2026.203.3.4) |
| 45 | 4. P. Gupta, N. Ndiaye, S. Norin and L. Wei, Optimizing the CGMS upper bound on Ramsey numbers (2024). [arXiv:2407.19026](https://arxiv.org/abs/2407.19026) |
| 46 | 5. P. Balister, B. Bollobás, M. Campos, S. Griffiths, E. Hurley, R. Morris, J. Sahasrabudhe and M. Tiba, Upper bounds for multicolour Ramsey numbers (2024). [arXiv:2410.17197](https://arxiv.org/abs/2410.17197) |
| 47 | |
| 48 | ## Source |
| 49 | |
| 50 | Imported from [Erdős Problems 77](https://www.erdosproblems.com/77), curated by Thomas Bloom. 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. |