Membership Inference Risks in Quantized Models: A Theoretical and Empirical Study

Eric Aubinais, Philippe Formont, Pablo Piantanida +1

Quantizing machine learning models has demonstrated its effectiveness in lowering memory and inference costs while maintaining performance levels comparable to those of the origina…