Search Results for author: Avital Shafran

Found 4 papers, 2 papers with code

Beyond Labeling Oracles: What does it mean to steal ML models?

no code implementations3 Oct 2023 Avital Shafran, Ilia Shumailov, Murat A. Erdogdu, Nicolas Papernot

We discover that prior knowledge of the attacker, i. e. access to in-distribution data, dominates other factors like the attack policy the adversary follows to choose which queries to make to the victim model API.

Model extraction

Membership Inference Attacks are Easier on Difficult Problems

1 code implementation ICCV 2021 Avital Shafran, Shmuel Peleg, Yedid Hoshen

Membership inference attacks (MIA) try to detect if data samples were used to train a neural network model, e. g. to detect copyright abuses.

Image Segmentation Medical Image Segmentation +4

Crypto-Oriented Neural Architecture Design

1 code implementation27 Nov 2019 Avital Shafran, Gil Segev, Shmuel Peleg, Yedid Hoshen

As neural networks revolutionize many applications, significant privacy conflicts between model users and providers emerge.

Cannot find the paper you are looking for? You can Submit a new open access paper.