Riddled Basin Geometry Explains Deep Learning Unpredictability

Attraction basins are intricately interwoven at all scales, such that small initialization changes lead to qualitatively different outcomes. Even high precision yields minimal predictability gains. The effect is robust across architectures, optimizers, and training protocols.

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