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Sidorenko's Conjecture


Sidorenko's conjecture asserts that every finite bipartite graph H with at least one graph edge and every nonempty finite simple graph G satisfy

 t(H,G)>=t(K_2,G)^(|E(H)|),

where t is the graph homomorphism density and K_2 is the complete graph on two vertices. Thus the bound counts arbitrary adjacency-preserving maps, rather than only injective copies.

The inequality is established for trees, even cycle graphs, complete bipartite graphs, and hypercube graphs (Conlon and Lee 2021). A graph satisfying it for every G is called a Sidorenko graph (Zhao 2023). The 5-Möbius ladder, obtained by deleting a Hamiltonian cycle from K_(5,5), is a classical test case (Zhao 2023).

OpenAI (2026, p. 1) announced a counterexample using the Sidorenko incidence graph H, which has 35 vertices and 66 edges. The argument proves that some finite simple graph G with a graph edge satisfies

 t(H,G)<t(K_2,G)^(66).

The 35 vertices belong to the pattern H, and the argument does not specify a small host G. The release attributes the construction and proof to an internal OpenAI model and supplies a Lean formalization of this finite-host statement. MathVet (2026) reports successful independent kernel checking of the formalized theorem. Its accompanying statement review is model-assisted and remains pre-referee.


See also

Bipartite Graph, Graph Homomorphism, Graph Homomorphism Density, Sidorenko Graph, Sidorenko Incidence Graph

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References

Conlon, D. and Lee, J. "Sidorenko's Conjecture for Blow-Ups." Discrete Anal. #2, 2021. https://doi.org/10.19086/da.21472.MathVet. "Which of OpenAI's 372 Mathematical Results Are Machine-Checked as Stated?" 2026. https://math.vet/.OpenAI. "A Counterexample to Sidorenko's Conjecture." Sep. 23, 2026. https://github.com/openai/math/blob/adc7f1241b42e322a6451854ab7e4b4c146bf78a/preprints/A-counterexample-to-Sidorenkos-conjecture-September-23-2026/paper.pdf.Zhao, Y. Graph Theory and Additive Combinatorics: Exploring Structure and Randomness. Cambridge, England: Cambridge University Press, Ch. 5, 2023. https://ocw.mit.edu/courses/18-225-graph-theory-and-additive-combinatorics-fall-2023/mit18_225_f23_lec_full.pdf.

Cite this as:

Weisstein, Eric W. "Sidorenko's Conjecture." From MathWorld--A Wolfram Resource. https://mathworld.wolfram.com/SidorenkosConjecture.html

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