--- title: "Fatemehsadat Mireshghallah — author profile and papers" description: "Fatemehsadat Mireshghallah, Carnegie Mellon University: 2 papers on Elamur Research (2022–2023), h-index 15 — affiliations, topics…" canonical: "https://research.elamur.ai/free/en/authors/fatemehsadat-mireshghallah/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/fatemehsadat-mireshghallah/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Fatemehsadat Mireshghallah # Fatemehsadat Mireshghallah Fatemehsadat Mireshghallah has 2 papers in our library, in 2022–2023, most of them on [Language models & pretraining](https://md.research.elamur.ai/free/en/topics/language-models/); often with [Taylor Berg-Kirkpatrick](https://md.research.elamur.ai/free/en/authors/taylor-berg-kirkpatrick/), [Bernhard Schölkopf](https://md.research.elamur.ai/free/en/authors/bernhard-scholkopf/), [Kartik Goyal](https://md.research.elamur.ai/free/en/authors/kartik-goyal/). 2 papers in our library · 2022–2023 [OpenAlex](https://openalex.org/A5018043043) · [ORCID](https://orcid.org/0000-0003-4090-9756) · [**h-index 15**](https://openalex.org/authors/A5018043043) · [53 works](https://openalex.org/works?filter=author.id:A5018043043) · [996 citations](https://openalex.org/works?filter=author.id:A5018043043&sort=cited_by_count:desc) OpenAlex, 2026-10-14 [📄 2 works in our library](https://md.research.elamur.ai/free/en/authors/fatemehsadat-mireshghallah/#papers) · [🔗 Cited 134 times in our library](https://md.research.elamur.ai/free/en/authors/fatemehsadat-mireshghallah/cited-by/) · [1 more in our library without a page yet](#also) · [⭐ Paper Stars ranking: #4153](https://md.research.elamur.ai/free/en/paper-stars/page/42/#star-4153) The profile is the library's match of the name; two people with one name are not always told apart. Elsewhere: [Google Scholar](https://scholar.google.com/citations?view_op=search_authors&mauthors=Fatemehsadat+Mireshghallah) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Fatemehsadat+Mireshghallah) · [dblp](https://dblp.org/search?q=Fatemehsadat+Mireshghallah) · [ACL Anthology](https://aclanthology.org/search/?q=Fatemehsadat+Mireshghallah) ## Affiliations [🎓**Carnegie Mellon University** Pittsburgh · United States 2021–2026 · 2 papers*current*](https://md.research.elamur.ai/free/en/universities/carnegie-mellon-university/) · [🎓**University of California San Diego** San Diego · United States 2020–2023 · 24 papers](https://md.research.elamur.ai/free/en/universities/university-of-california-san-diego/) · [🎓**University of Washington** Seattle · United States 2021–2023 · 5 papers](https://md.research.elamur.ai/free/en/universities/university-of-washington/) From the bylines of their papers (OpenAlex, 2026-10-14), ORCID and Wikidata; institutions on papers are matched by machine. 1 more institution on single bylines are not listed. ## Concepts, shelves and topics Of its works in our library: the number of works on each and its rating among them. 📚 Shelves 6 The field of science this work belongs to (OpenAlex fields).[Artificial Intelligence · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/artificial-intelligence/) · [Computer Science · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Arts and Humanities · 1 work](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Language and Linguistics · 1 work](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) · [Social Sciences · 1 work](https://md.research.elamur.ai/free/en/shelves/social-sciences/) · [Sociology and Political Science · 1 work](https://md.research.elamur.ai/free/en/shelves/social-sciences/sociology-and-political-science/) 🧭 Topics 1 Research subjects and languages the work is about.[Language models & pretraining · 2 works](https://md.research.elamur.ai/free/en/topics/language-models/) ## Works by year ### 2020s [**2023** 1 paper Membership Inference Attacks against Language Models via Neighbourhood Comparison](https://md.research.elamur.ai/free/en/papers/mattern-2023-membership-inference-attacks-against-language/) · [**2022** 1 paper Quantifying Privacy Risks of Masked Language Models Using Membership Inference Attacks](https://md.research.elamur.ai/free/en/papers/mireshghallah-2022-quantifying-privacy-risks-masked-language/) ## Papers The most cited first (OpenAlex and our library). 1. **[Membership Inference Attacks against Language Models via Neighbourhood Comparison](https://md.research.elamur.ai/free/en/papers/mattern-2023-membership-inference-attacks-against-language/)** *(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. 2. **[Quantifying Privacy Risks of Masked Language Models Using Membership Inference Attacks](https://md.research.elamur.ai/free/en/papers/mireshghallah-2022-quantifying-privacy-risks-masked-language/)** *(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 3 works of theirs in our library, the most cited first; 2 with a page here, the others link their original until we summarise them. 1. **[Membership Inference Attacks against Language Models via Neighbourhood Comparison](https://md.research.elamur.ai/free/en/papers/mattern-2023-membership-inference-attacks-against-language/) [Findings of the Association for Computational Linguistics](https://md.research.elamur.ai/free/en/venues/findings/)**Justus Mattern, Fatemehsadat Mireshghallah, Zhijing Jin, et al.*2023 · 162 citations* 2. **[Quantifying Privacy Risks of Masked Language Models Using Membership Inference Attacks](https://md.research.elamur.ai/free/en/papers/mireshghallah-2022-quantifying-privacy-risks-masked-language/) [Conference on Empirical Methods in Natural Language Processing (EMNLP)](https://md.research.elamur.ai/free/en/venues/emnlp/)**Fatemehsadat Mireshghallah, Kartik Goyal, Archit Uniyal, et al.*2022 · 145 citations* 3. **[Style Pooling: Automatic Text Style Obfuscation for Improved Classification Fairness](https://aclanthology.org/2021.emnlp-main.152/) Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing · original ↗ · no summary yet**Fatemehsadat Mireshghallah, Taylor Berg-Kirkpatrick*2021 · 15 citations* ## Co-authors here 6 co-authors with a page, the most papers together first. - [Taylor Berg-Kirkpatrick](https://md.research.elamur.ai/free/en/authors/taylor-berg-kirkpatrick/) ×2 - [Bernhard Schölkopf](https://md.research.elamur.ai/free/en/authors/bernhard-scholkopf/) - [Kartik Goyal](https://md.research.elamur.ai/free/en/authors/kartik-goyal/) - [Mrinmaya Sachan](https://md.research.elamur.ai/free/en/authors/mrinmaya-sachan/) - [Reza Shokri](https://md.research.elamur.ai/free/en/authors/reza-shokri/) - [Zhijing Jin](https://md.research.elamur.ai/free/en/authors/zhijing-jin/) ## Venues Where their works here were published, the most works first, with the editions of those that have a page. - [Conference on Empirical Methods in Natural Language Processing (EMNLP)](https://md.research.elamur.ai/free/en/venues/emnlp/) ×2: [EMNLP 2022](https://md.research.elamur.ai/free/en/venues/emnlp/2022/) - [Findings of the Association for Computational Linguistics](https://md.research.elamur.ai/free/en/venues/findings/): [Findings of the Association for Computational Linguistics 2023](https://md.research.elamur.ai/free/en/venues/findings/2023/) ## Cited by Papers of our library cite their works 134 times (of the 141,840 papers whose bibliographies we read); [10 citing papers with a page here →](https://md.research.elamur.ai/free/en/authors/fatemehsadat-mireshghallah/cited-by/). Updated 24 October 2026