The AIM low-degree conjecture for independent sets in dense random graphs

Let G(n,12)G(n,\frac12) be the Erdős–Rényi random graph with edge probability 12\frac12. A low-degree polynomial is a polynomial in the input encoding of the graph whose degree measures its computational complexity.

AIM low-degree conjecture. In G(n,12)G(n,\frac12), no degree-o(log2n)o(\log^2 n) polynomial can find an independent set of size 0.9log2n0.9\log_2 n.

This conjecture asserts a low-degree barrier even in the algorithmically easy regime for the maximum independent set problem. Its resolution would clarify whether low-degree polynomials capture the limitations of natural algorithms in dense random graphs.

Sources & referencesView supporting material

Primary source

Abhishek Dhawan, Nhi U. Dinh, Eren C. Kızıldağ, Neeladri Maitra and Bayram A. Şahin, “Algorithmic Phase Transition for Large Independent Sets in Dense Hypergraphs”, arXiv:2605.05618 (2026).

Additional references

2 papers in this index state this conjecture (2025–2026). The statement above is taken from the most recent of them; the others are arXiv:2508.20785.

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