Louise Davy
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2026
Doing well with less! On Sampling Techniques for Empirical Pairwise Loss Estimation/Minimization
This paper introduces survey sampling techniques to estimate or minimize empirical pairwise loss functions, showing that targeting informative pairs significantly reduces computational cost while maintaining near full-evaluation performance.
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