English

Hardness of clique approximation for monotone circuits

Computational Complexity 2025-01-17 v1

Abstract

We consider a problem of approximating the size of the largest clique in a graph, with a monotone circuit. Concretely, we focus on distinguishing a random Erd\H{o}s-Renyi graph Gn,p\mathcal{G}_{n,p}, with p=n2α1p=n^{-\frac{2}{\alpha-1}} chosen st. with high probability it does not even have an α\alpha-clique, from a random clique on β\beta vertices (where αβ\alpha \leq \beta). Using the approximation method of Razborov, Alon and Boppana showed in 1987 that as long as αβ<n1δ/logn\sqrt{\alpha} \beta < n^{1-\delta}/\log n, this problem requires a monotone circuit of size nΩ(δα)n^{\Omega(\delta\sqrt{\alpha})}, implying a lower bound of 2Ω~(n1/3)2^{\tilde\Omega(n^{1/3})} for the exact version of the problem when kn2/3k\approx n^{2/3}. Recently Cavalar, Kumar, and Rossman improved their result by showing the tight lower bound nΩ(k)n^{\Omega(k)}, in a limited range kn1/3k \leq n^{1/3}, implying a comparable 2Ω~(n1/3)2^{\tilde{\Omega}(n^{1/3})} lower bound. We combine the ideas of Cavalar, Kumar and Rossman with the recent breakthrough results on the sunflower conjecture by Alweiss, Lovett, Wu and Zhang to show that as long as αβ<n1δ/logn\alpha \beta < n^{1-\delta}/\log n, any monotone circuit rejecting Gn,p\mathcal{G}_{n,p} while accepting a β\beta-clique needs to have size at least nΩ(δ2α)n^{\Omega(\delta^2 \alpha)}; this implies a stronger 2Ω~(n)2^{\tilde{\Omega}(\sqrt{n})} lower bound for the unrestricted version of the problem. We complement this result with a construction of an explicit monotone circuit of size O(nδ2α/2)O(n^{\delta^2 \alpha/2}) which rejects Gn,p\mathcal{G}_{n,p}, and accepts any graph containing β\beta-clique whenever β>n1δ\beta > n^{1-\delta}. Those two theorems explain the largest β\beta-clique that can be distinguished from Gn,1/2\mathcal{G}_{n, 1/2}: when β>n/2Clogn\beta > n / 2^{C \sqrt{\log n}}, polynomial size circuit co do it, while for β<n/2ω(logn)\beta < n / 2^{\omega(\sqrt{\log n})} every circuit needs size nω(1)n^{\omega(1)}.

Keywords

Cite

@article{arxiv.2501.09545,
  title  = {Hardness of clique approximation for monotone circuits},
  author = {Jarosław Błasiok and Linus Meierhöfer},
  journal= {arXiv preprint arXiv:2501.09545},
  year   = {2025}
}
R2 v1 2026-06-28T21:08:20.492Z