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biomechanical simulation 1brain tumor modeling 1federated learning 1medical imaging 1physics-informed neural networks 1privacy-preserving 1

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1 paper

cs.CV2026

Where Physics Meets Privacy: Federated PINNs for Privacy-Preserving Brain Tumor Biomechanical Modeling

Mahmuda Akter Sristy, Md Al-Mahfuz Chowdhury, Momota Ahsana Meem +2

The paper proposes a federated physics-informed neural network that learns patient-specific brain tumor biomechanical models from MRI data while keeping raw data on local sites, ac…