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Covariance-Aware Goodness for Scalable Forward-Forward Learning

cs.LG · 2026-05-05 · unverdicted · novelty 6.0

Covariance-aware goodness and auxiliary modules let Forward-Forward training scale to 16-layer networks, achieving 73.01% on ImageNet-100 and 50.30% on Tiny-ImageNet with roughly half the peak memory of backpropagation.

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  • Covariance-Aware Goodness for Scalable Forward-Forward Learning cs.LG · 2026-05-05 · unverdicted · none · ref 5

    Covariance-aware goodness and auxiliary modules let Forward-Forward training scale to 16-layer networks, achieving 73.01% on ImageNet-100 and 50.30% on Tiny-ImageNet with roughly half the peak memory of backpropagation.