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Can You Trust Frozen Hematology Foundation Models under Acquisition Shift?

This story is from 2026-08-27. It is preserved in the archive; the latest stories are on the live feed.

arXiv:2608.25148v1 Announce Type: new Abstract: Frozen hematology foundation-model (FM) embeddings reach near-saturated in-domain white-blood-cell (WBC) accuracy, but clinical deployment demands reliability across scanners, sites, stains and preparation pipelines. We audit 15 frozen encoders (hemat…

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  1. 2026-08-27 04:00 · arXiv cs.CV
    Can You Trust Frozen Hematology Foundation Models under Acquisition Shift?

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