arXiv stat.ML
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Surprises in Proper Positive-Only Learning
arXiv:2606.28309v1 Announce Type: new Abstract: Binary classification from positive-only samples is a variant of PAC learning in which the learner receives i.i.d. samples from the positive region of an unknown target concept, but is evaluated under the original distribution (which places mass on both positive and negat