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Andreas Knoblauch

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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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