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ENTITY Bayes Consistency vs. H-Consistency: The Interplay between Surrogate Loss Functions and the Scoring Function Class

Bayes Consistency vs. H-Consistency: The Interplay between Surrogate Loss Functions and the Scoring Function Class

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  1. RESEARCH · CL_18335 ·

    Machine learning theory papers explore convexity, ratio losses, and spurious correlations

    Two new arXiv papers explore theoretical aspects of machine learning loss functions. One paper surveys ratio-based loss functions, examining their properties like continuity and convexity to enable future research. The …