Stable-algorithm existence conjecture for the symmetric binary perceptron

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Let κ>0\kappa>0 and let the symmetric binary perceptron (SBP) have constraint density α\alpha. A search algorithm is stable when it satisfies the stability notion used in the paper. Stable-algorithm conjecture. There exists a stable algorithm that finds an SBP solution with high probability when

α=O(κ2).\alpha=O(\kappa^2).

This conjecture asks whether the low-density algorithmic regime can be achieved by a stable algorithm, paralleling the established stability result for the Kim–Roche algorithm in the asymmetric model.

References

Primary source

David Gamarnik, Eren C. Kızıldağ, Will Perkins and Changji Xu, “Algorithms and Barriers in the Symmetric Binary Perceptron Model”, arXiv:2203.15667 (2022).

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