This is a theoretical and methodological paper presenting an optimization framework with numerical illustrations, but no empirical validation on clinical or real-world outcomes.
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This is a theoretical and methodological paper presenting an optimization framework with numerical illustrations, but no empirical validation on clinical or real-world outcomes.
SEP 8, 2026 · PREPRINT
arXiv
A theoretical protocol with convergence analysis and experimental validation on standard datasets, but without clinical or real-world deployment evidence, peer review, or comparison to deployed federated learning systems.
This is a theoretical algorithmic contribution with experimental validation on a novel problem formulation, lacking empirical comparison to clinical or safety-critical deployment outcomes.