Federated learning matches centralized training performance for mental health detection from social media but differentially private federated learning causes large accuracy drops because noise distorts sparse but informative linguistic markers.
Kuhaneswaran AL Govindasamy and Naveen Palanichamy
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FedMental: Evaluating Federated Learning for Mental Health Detection from Social Media Data
Federated learning matches centralized training performance for mental health detection from social media but differentially private federated learning causes large accuracy drops because noise distorts sparse but informative linguistic markers.