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Towards Faithful Data Selection: Statistical Limits and Scalable Algorithms

arXiv:2610.30442v1 Announce Type: new Abstract: What does it mean to have an optimal data selection algorithm? Optimality is conventionally framed as finding a subset that minimizes the population error of the classifier trained only on that subset. Our starting point in this work is first to show…

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  1. 2026-10-23 04:00 · arXiv cs.LG
    Towards Faithful Data Selection: Statistical Limits and Scalable Algorithms

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