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Worst-case complexity heavily masks practical quantum utility: applying smoothed analysis unlocks exponential quantum-classical separations on total functions and superpolynomial speedups for foundational string problems.
ViT weights harbor fully legible, input-invariant concept graphs of the world, unlocking targeted circuit interventions that improve shortcut removal by 11.0% over prior baselines.