Browse > Adversarial > Inference Attack

Inference Attack

4 papers with code · Adversarial

State-of-the-art leaderboards

No evaluation results yet. Help compare methods by submit evaluation metrics.

Greatest papers with code

ML-Leaks: Model and Data Independent Membership Inference Attacks and Defenses on Machine Learning Models

4 Jun 2018Lab41/cyphercat

In addition, we propose the first effective defense mechanisms against such broader class of membership inference attacks that maintain a high level of utility of the ML model.

INFERENCE ATTACK

Understanding Membership Inferences on Well-Generalized Learning Models

13 Feb 2018BielStela/membership_inference

Membership Inference Attack (MIA) determines the presence of a record in a machine learning model's training data by querying the model.

INFERENCE ATTACK

Privacy Risks of Securing Machine Learning Models against Adversarial Examples

24 May 2019inspire-group/privacy-vs-robustness

To perform the membership inference attacks, we leverage the existing inference methods that exploit model predictions.

ADVERSARIAL DEFENSE INFERENCE ATTACK

Membership Inference Attacks against Machine Learning Models

18 Oct 2016rupampatir/TrainingDataSynthesizer

We quantitatively investigate how machine learning models leak information about the individual data records on which they were trained.

INFERENCE ATTACK