Self-poisoning in adaptive out-of-distribution detection: a sharp-threshold theory and certified label-free calibration
Read the original at arxiv.org→arXiv:2607.21673v1 Announce Type: new Abstract: Test-time adaptive out-of-distribution (OOD) detectors update a memory bank from the unlabelled stream. We show this adaptation obeys a provable dynamical law....
Original headline: "Self-Poisoning in Adaptive Out-of-Distribution Detection: A Sharp-Threshold Theory and Certified Label-Free Calibration"
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- Jul 27, 04:00 UTC arXiv cs.LG lead source Self-Poisoning in Adaptive Out-of-Distribution Detection: A Sharp-Threshold Theory and Certified Label-Free Calibration