ELAMI @ MICCAI 2026 · Oral
MICCAI Open Access ↗ · Paper PDF ↗ · arXiv ↗
Radiology reports express findings and locations in free text, while downstream analysis needs a fixed schema. FedPref uses frozen public language models to propose alternative JSON extractions and local annotations to rank them. Sites train compact adapters on their own preference pairs and collaborate through pair-count-weighted aggregation, without pooling reports or annotations.
