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Smoothed Agnostic Learning of Halfspaces over the Hypercube

1 Pith paper cite this work. Polarity classification is still indexing.

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cs.LG 1

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2026 1

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UNVERDICTED 1

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Learning $\mathsf{AC}^0$ Under Graphical Models

cs.LG · 2026-04-07 · unverdicted · novelty 8.0

Quasipolynomial-time algorithms learn AC^0 circuits under graphical models with polynomial growth and strong spatial mixing by transferring low-degree approximations via new sampling methods.

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  • Learning $\mathsf{AC}^0$ Under Graphical Models cs.LG · 2026-04-07 · unverdicted · none · ref 20

    Quasipolynomial-time algorithms learn AC^0 circuits under graphical models with polynomial growth and strong spatial mixing by transferring low-degree approximations via new sampling methods.