FedNCA shows that using a compact Neural Cellular Automata model in federated learning cuts communication costs and encryption time by orders of magnitude while maintaining segmentation accuracy.
Artificial intelligence for strengthening healthcare systems in low- and middle-income countries: a systematic scoping review.npj Digital Medicine, 5(1):162, 2022
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Equitable Federated Learning with NCA
FedNCA shows that using a compact Neural Cellular Automata model in federated learning cuts communication costs and encryption time by orders of magnitude while maintaining segmentation accuracy.