Search Results for author: Onn Shehory

Found 3 papers, 0 papers with code

Theory and Practice of Quality Assurance for Machine Learning Systems An Experiment Driven Approach

no code implementations2 Jan 2022 Samuel Ackerman, Guy Barash, Eitan Farchi, Orna Raz, Onn Shehory

The crafting of machine learning (ML) based systems requires statistical control throughout its life cycle.

Broadly Applicable Targeted Data Sample Omission Attacks

no code implementations4 May 2021 Guy Barash, Eitan Farchi, Sarit Kraus, Onn Shehory

We show that, with a low attack budget, our attack's success rate is above 80%, and in some cases 100%, for white-box learning.

PAC learning

Defending via strategic ML selection

no code implementations16 Jan 2019 Eitan Farchi, Onn Shehory, Guy Barash

There are cases in which an adversary can strategically tamper with the input data to affect the outcome of the learning process.

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