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Nationwide federated learning for histopathology: secure deployment across Germany behind firewalls

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Federated Learning (FL) enables collaborative training across institutions without sharing sensitive data, a solution for privacy-preserving AI in medical imaging. However, hospital deployment remains challenging due to strict data protection regulations, hete... ...