Sidorenko’s conjecture (graph homomorphism densities)

Prove that for every finite bipartite graph H, the inequality t(H,W) ≥ t(K_2,W)^{|E(H)|} holds for all graphons W, i.e., that the optimal constant C_sidorenko(H) equals |E(H)|.

Background

Sidorenko’s conjecture predicts a universal lower bound on homomorphism densities for bipartite graphs in terms of edge count, extending known cases (e.g., complete bipartite graphs, trees, even cycles).

It occupies a central role in extremal combinatorics and graph limits, with deep ties to analytic and probabilistic methods.

References

Graphs for which $C_{\ref{sidorenko}(H) = |E(H)|$ are said to have the Sidorenko property, and the Sidorenko conjecture asserts that all bipartite graphs have this property.

Mathematical exploration and discovery at scale  (2511.02864 - Georgiev et al., 3 Nov 2025) in Subsection “Sidorenko’s conjecture” (Section 4.12)