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A mathematical analysis of hierarchical Hopfield models

math.PR · 2026-04-28 · unverdicted · novelty 5.0

Hierarchical Hopfield models retrieve concepts from noisy data via a strokes-concepts structure even without perfect stroke retrieval, as the second layer compensates for first-layer errors in both fixed- and variable-sized cases.

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  • A mathematical analysis of hierarchical Hopfield models math.PR · 2026-04-28 · unverdicted · none · ref 3

    Hierarchical Hopfield models retrieve concepts from noisy data via a strokes-concepts structure even without perfect stroke retrieval, as the second layer compensates for first-layer errors in both fixed- and variable-sized cases.