Search Results for author: Ian David Wood

Found 1 papers, 0 papers with code

Unintended Memorization and Timing Attacks in Named Entity Recognition Models

no code implementations4 Nov 2022 Rana Salal Ali, Benjamin Zi Hao Zhao, Hassan Jameel Asghar, Tham Nguyen, Ian David Wood, Dali Kaafar

In this paper, we study the setting when NER models are available as a black-box service for identifying sensitive information in user documents and show that these models are vulnerable to membership inference on their training datasets.

Memorization named-entity-recognition +2

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