Check out our new preprint Disparate Impact on Group Accuracy of Linearization for Private Inference! In this paper we analyzed the effects on Fairness due to ReLU budgeting for Private Inference speedup.
A huge shout-out to my great colleagues Saswat and Ferdinando for their fantastic work!