Boundless Ark's innovative distributed "big and small brain" architecture completes data desensitization by deploying a lightweight model (cerebellum) in the local device, generating irreversible fingerprint features before transmitting them to the cloud for processing in the EVA-1 model (brain). The technology realizes three key breakthroughs: the cerebellum module adopts the federated learning framework for local training, eliminating the need to upload sensitive data such as original medical or financial records; the brain system only receives intermediate feature vectors that have been transformed by nonlinear transformation, eliminating the possibility of data reduction from the mathematical level; and dynamic encrypted channels ensure secure isolation of the feature transmission process. The application in the medical and healthcare field proves that the program can maintain the accuracy of disease diagnosis of more than 95% without touching the original CT images of patients.
This answer comes from the articleAutoArk: A Multi-Intelligence AI Platform that Collaborates on Complex TasksThe
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