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.
Jay Gala, Deep Gandhi, Jash Mehta, and Zeerak Talat
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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.