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Sahel Torkamani

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#machine learning Preprint Oct 2026

Generalization in Neural Networks Through the Lens of Magnitude Potential

Explaining generalization and training dynamics in neural networks remains a challenge, and various approaches have been developed to study different aspects of these phenomena. In this paper, we introduce the idea of {\em magnitude potential} -- a quantity based on the theory of metric magnitude -- that reflects how w...

Sahel Torkamani, Henry Gouk, Rik Sarkar · 0 citations

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