Bits for Privacy: Evaluating Post-Training Quantization via Membership Inference

Chenxiang Zhang, Tongxi Qu, Zhong Li +3

Deep neural networks are widely deployed with quantization techniques to reduce memory and computational costs by lowering the numerical precision of their parameters. While quanti…