Ask a Question

Prefer a chat interface with context about you and your work?

Membership Inference Attacks on Sequence-to-Sequence Models: Is My Data In Your Machine Translation System?

Membership Inference Attacks on Sequence-to-Sequence Models: Is My Data In Your Machine Translation System?

Data privacy is an important issue for “machine learning as a service” providers. We focus on the problem of membership inference attacks: Given a data sample and black-box access to a model’s API, determine whether the sample existed in the model’s training data. Our contribution is an investigation of this …