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Pulin Gong

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#artificial intelligence Oct 2025

Fractal basin geometry and the limits to predictability and reproducibility in deep learning

Fractal, riddled basin geometry is proposed as a unifying dynamical-systems mechanism: every initialization leading to one solution lies arbitrarily close to initializations leading to different solutions, forming a fat fractal with structure at arbitrarily fine scales.

Andrew Ly, Pulin Gong · 0 citations

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