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cs.LG 1

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2026 1

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Hyperspherical Forward-Forward with Prototypical Representations

cs.LG · 2026-04-30 · unverdicted · novelty 7.0

HFF replaces binary goodness-of-fit in Forward-Forward with hyperspherical prototypes for direct multi-class decisions, enabling single-forward-pass inference and training that scales to ImageNet while closing much of the gap to backpropagation.

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  • Hyperspherical Forward-Forward with Prototypical Representations cs.LG · 2026-04-30 · unverdicted · none · ref 68

    HFF replaces binary goodness-of-fit in Forward-Forward with hyperspherical prototypes for direct multi-class decisions, enabling single-forward-pass inference and training that scales to ImageNet while closing much of the gap to backpropagation.