FedCareX: Trust-Aware Federated Transformer for Wearable IoT Seizure Prediction

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17 Oct 2026 0 comments

Behind-the-ear electroencephalography (EEG) can now be recorded continuously outside hospital, but forecasting the preictal state is hard in a distributed deployment: raw traces cannot leave the clinical site, the wearable montage is chosen per patient, and part of the labelling comes from automated annotators rather than clinicians. Federated learning removes the need to move recordings, yet weighting each site by its sample count lets a poorly annotated site dominate the shared model. FedCareX...