Eric Aubinais

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

2025 · arXiv (Cornell University)

Quantizing machine learning models has demonstrated its effectiveness in lowering memory and inference costs while maintaining performance levels comparable to those of the original models. In this work, we investigate the impact of quantization procedures …