2 papers
cs.CR2023
On Rényi Differential Privacy in Statistics-Based Synthetic Data Generation
Takayuki Miura, Toshiki Shibahara, Masanobu Kii +3
Privacy protection with synthetic data generation often uses differentially private statistics and model parameters to quantitatively express theoretical security. However, these m…
cs.CR2023
Do Backdoors Assist Membership Inference Attacks?
Yumeki Goto, Nami Ashizawa, Toshiki Shibahara +1
When an adversary provides poison samples to a machine learning model, privacy leakage, such as membership inference attacks that infer whether a sample was included in the trainin…