Networks Aren't Scale Invariant, Yet Countless Methods Assume It — Why?

Jianlin_S · x · 2026-11-10

Responding to the observation that neural networks are not scale invariant, yet many useful methods were motivated by scale invariance, AnimateDiff author Jianlin S. shared a link in reply. The exchange highlights the gap between theoretical motivations and actual network behavior in deep learning.

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