Fatemehsadat Mireshghallah
Fatemehsadat Mireshghallah has 2 papers in our library, in 2022–2023, most of them on Language models & pretraining; often with Taylor Berg-Kirkpatrick, Bernhard Schölkopf, Kartik Goyal.
OpenAlex · ORCID · h-index 15 · 53 works · 996 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 134 times in our library · 1 more in our library without a page yet · ⭐ Paper Stars ranking: #4153
Affiliations
Concepts, shelves and topics
📚 Shelves 6The field of science this work belongs to (OpenAlex fields).Artificial Intelligence · 2 worksComputer Science · 2 worksArts and Humanities · 1 workLanguage and Linguistics · 1 workSocial Sciences · 1 workSociology and Political Science · 1 work
🧭 Topics 1Research subjects and languages the work is about.Language models & pretraining · 2 works
Works by year
2020s
Papers
- Membership Inference Attacks against Language Models via Neighbourhood Comparison (2023 · 162 citations)
The paper examines membership inference attacks (MIAs) on language models, which try to determine whether a specific text was part of a model's training set. - Quantifying Privacy Risks of Masked Language Models Using Membership Inference Attacks (2022 · 145 citations)
Earlier studies suggested that masked language models (MLMs) leak little of their training data. The authors argue this conclusion came from weak attacks that only threshold the target model's loss. Such a loss partly reflects how intrinsically hard a sample is, so it is a poor membership signal. They propose a…
All works
- Membership Inference Attacks against Language Models via Neighbourhood ComparisonJustus Mattern, Fatemehsadat Mireshghallah, Zhijing Jin, et al.Findings of the Association for Computational Linguistics · 162 citations
- Quantifying Privacy Risks of Masked Language Models Using Membership Inference AttacksFatemehsadat Mireshghallah, Kartik Goyal, Archit Uniyal, et al.Conference on Empirical Methods in Natural Language Processing (EMNLP) · 145 citations
- Style Pooling: Automatic Text Style Obfuscation for Improved Classification Fairness · original ↗ · no summary yet · Proceedings of the 2021 Conference on Empirical Methods in Natural Language…Fatemehsadat Mireshghallah, Taylor Berg-Kirkpatrick2021 · 15 citations
Co-authors here
Venues
- Conference on Empirical Methods in Natural Language Processing (EMNLP) ×2: EMNLP 2022
- Findings of the Association for Computational Linguistics: Findings of the Association for Computational Linguistics 2023
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