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Why It Matters
A selective predictor acts as a safety gate: it returns an output only when the prediction appears sufficiently trustworthy.
Provenance
Discovered via ArXiv and published by ArXiv.
Key Claims
Original description
A selective predictor acts as a safety gate: it returns an output only when the prediction appears sufficiently trustworthy. Deployments increasingly require this reliability to be certified at a target precision for every reporting unit of interest, such as a tool, policy label, or patient subgroup. The main difficulty is often not whether a granted certificate is valid, but whether finite calibration data can produce one at all. As the gate becomes safer or more fine-grained, some units may receive too little evidence to certify. We make this notion of availability computable through classic...
Discovered via ArXiv
Research papers and preprints from arXiv.
Publisher: arxiv.org
ID: http://arxiv.org/abs/2609.22048v1 · Indexed about 4 hours ago