HPC detection computational hardness conjecture
HPC detection computational hardness conjecture
Let be the hypergraphic planted clique model on vertices with fixed integer , and let denote the sum of Type-I and Type-II errors of a test. HPC detection conjecture. If, for some ,
then every sequence of polynomial-time tests satisfies
The conjecture asserts computational hardness below the square-root clique-size scale. Exhaustive search gives the statistical threshold, while spectral methods reach the square-root scale; the source notes that whether HPC detection is equivalently hard as planted-clique detection remains open.
Sources & referencesView supporting material
Primary source
Yuetian Luo and Anru R. Zhang, “Tensor Clustering with Planted Structures: Statistical Optimality and Computational Limits”, arXiv:2005.10743 (2023).
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