You-Wen Zhu

On the Relationship between Model Quantization and Model Inversion Attacks

Model quantization reduces the numerical precision of neural network weights and activations to lower storage and computational costs. Model inversion attacks recover or reconstruct sensitive training data or inference inputs from model outputs or intermediate features, so quantization may also alter their effectivenes...