A stabilized DP training and offline distillation protocol prevents collapse to single-class predictors in private speech classification under strong privacy while releasing only an audio-only model.
DP-SGD-Global- Adapt-V2-S: Triad improvements of privacy, accuracy and fairness via step decay noise multiplier and step decay upper clipping threshold
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Private Speech Classification without Collapse: Stabilized DP Training and Offline Distillation
A stabilized DP training and offline distillation protocol prevents collapse to single-class predictors in private speech classification under strong privacy while releasing only an audio-only model.