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20242026
most citedNot Every Image is Worth a Thousand Words: Quantifying Originality in Stable Diffusion

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cs.LG2026

All ERMs Can Fail in Stochastic Convex Optimization Lower Bounds in Linear Dimension

Tal Burla, Roi Livni

We study the sample complexity of the best-case Empirical Risk Minimizer in the setting of stochastic convex optimization. We show that there exists an instance in which the sample…