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fractal basin geometry

technology1 mentionslast seen Sep 22, 2026

Dynamical-systems mechanism proposed to explain difficulties in predicting and reproducing deep learning training outcomes.

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fractal basin geometryapplies todeep learning90% confidence1 source

fractal basin geometry

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fractal basin geometryapplies todeep learning

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preprintarXivSep 19, 2026Fractal basin geometry and the limits to predictability and reproducibility in deep learning
fractal, riddled basin geometry 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. Using a minimal neural network model, we analytically establish the classical route to riddling