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cs.CV2026
PromptGate Client Adaptive Vision Language Gating for Open Set Federated Active Learning
Adea Nesturi, David Dueñas Gaviria, Jiajun Zeng +1
Deploying medical AI across resource-constrained institutions demands data-efficient learning pipelines that respect patient privacy. Federated Learning (FL) enables collaborative…
cs.CV2026
K-MaT: Knowledge-Anchored Manifold Transport for Cross-Modal Prompt Learning in Medical Imaging
Jiajun Zeng, Shadi Albarqouni
Large-scale biomedical vision-language models (VLMs) adapted on high-end imaging (e.g., CT) often fail to transfer to frontline low-end modalities (e.g., radiography), collapsing i…