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Patrick Inoue

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#machine learning Preprint Oct 2026

Approaching Backpropagation Accuracy with Weight Perturbation on MNIST

This work examines how batch size, training duration, and estimator stabilization affect weight perturbation accuracy in fully connected MNIST networks, and identifies near-BP accuracy as a configuration- and budget-dependent possibility, rather than evidence of equal efficiency or an unconditional accuracy guarantee a...

Patrick Inoue · 0 citations
Open access Sep 2026

Locality and weight sharing shape Hebbian principal-component learning in biologically constrained visual models

Biologically motivated artificial visual learning requires local plasticity rules to be evaluated within architectures whose connectivity assumptions remain explicit. Convolutional Hebbian networks demonstrate that competitive local learning can support visual classification, but their performance is coupled to exa...

Patrick Inoue, F. Röhrbein, Andreas Knoblauch · 0 citations

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