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Alexandre Sablayrolles
Researcher at Facebook
Publications - 33
Citations - 1303
Alexandre Sablayrolles is an academic researcher from Facebook. The author has contributed to research in topics: Computer science & Nearest neighbor search. The author has an hindex of 12, co-authored 25 publications receiving 1014 citations.
Papers
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Proceedings Article
Gradient-based Adversarial Attacks against Text Transformers
TL;DR: This article proposed the first general-purpose gradient-based adversarial attack against transformer models, where instead of searching for a single adversarial example, they search for a distribution of adversarial examples parameterized by a continuous-valued matrix.
Journal ArticleDOI
Privately generating tabular data using language models
TL;DR: This article proposed and investigated a simple approach of treating each row in a table as a sentence and training a language model with differential privacy, which obtains competitive results in modelling tabular data across multiple datasets, even at small scales that favor alternative methods based on marginal distributions.
Posted Content
On the Importance of Difficulty Calibration in Membership Inference Attacks
TL;DR: In this paper, the authors argue that membership inference attacks can benefit from difficulty calibration, where an attack's predicted membership score is adjusted to the difficulty of correctly classifying the target sample.