Federated learning matches centralized F1 scores for mental health detection from social media but differentially private federated learning drops up to 27 F1 points even at epsilon=50 because noise distorts sparse health and emotion markers.
Jay Gala, Deep Gandhi, Jash Mehta, and Zeerak Talat
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