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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Anna Konanykhina

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Preprint Sep 2026

Physics-informed self-supervised generation of digital brain MRI phantoms from weighted images using differentiable MRI simulation

Purpose: To develop a physics-informed, self-supervised framework for generating digital brain MRI phantoms directly from conventional weighted MR images without requiring ground-truth parametric maps or anatomical segmentation. Methods: The framework predicts T1, T2, and proton density (PD) maps from T1-, T2-, and PD-...

K. Belousova, Anna Konanykhina, Zilya Murzina et al. · 0 citations

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