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N. Göring

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#machine learning Preprint Oct 2026

Escaping Parameter Space: Tight Generalization Bounds via Representation Quality

We derive a tight generalization bound for deterministic neural We derive a tight generalization bound for deterministic neural networks based on their last hidden layer representations. By evaluating representation quality with a parameter-free $k$-nearest-neighbor ($k$-NN) classifier, our certificate avoids tradition...

N. Göring, Shuo Zhang, B. DeMoss et al. · 0 citations
#machine learning Preprint Oct 2026

The Sign Code: The Hidden Binary Nature of Deep Networks

The natural unit of analysis for these networks may not be through their continuous weight space but instead through their discrete sign codes, which generalize well when same-class inputs share similar sign codes.

N. Göring, Shuo Zhang, Roi Holtzman et al. · 0 citations

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