--- title: "Leif Zinn-Brooks — author profile and papers in our library" description: "Leif Zinn-Brooks: 2 papers on Elamur Research (2026) — affiliations, topics, co-authors and who cites them in our library." canonical: "https://research.elamur.ai/free/en/authors/leif-zinn-brooks/" --- [Elamur Research](https://md.research.elamur.ai/free/en/) · [this page in HTML](https://research.elamur.ai/free/en/authors/leif-zinn-brooks/) [home](https://md.research.elamur.ai/free/en/) / [authors](https://md.research.elamur.ai/free/en/authors/) / Leif Zinn-Brooks # Leif Zinn-Brooks Leif Zinn-Brooks has 2 papers in our library, in 2026, most of them on [Language models & pretraining](https://md.research.elamur.ai/free/en/topics/language-models/); often with [Adaku Uchendu](https://md.research.elamur.ai/free/en/authors/adaku-uchendu/), [Alexia E. Schulz](https://md.research.elamur.ai/free/en/authors/alexia-e-schulz/), [Catherine Liu](https://md.research.elamur.ai/free/en/authors/catherine-liu/). 2 papers in our library · 2026 No OpenAlex profile matched yet. [📄 2 works in our library](https://md.research.elamur.ai/free/en/authors/leif-zinn-brooks/#papers) · [⭐ Paper Stars ranking: #12094](https://md.research.elamur.ai/free/en/paper-stars/page/121/#star-12094) 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=Leif+Zinn-Brooks) · [Semantic Scholar](https://www.semanticscholar.org/search?q=Leif+Zinn-Brooks) · [dblp](https://dblp.org/search?q=Leif+Zinn-Brooks) · [ACL Anthology](https://aclanthology.org/search/?q=Leif+Zinn-Brooks) ## Fields, topics and concepts Of its works in our library, with the number of works on each. 📚 Shelves 5 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/) · [Arts and Humanities · 2 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/) · [Computer Science · 2 works](https://md.research.elamur.ai/free/en/shelves/computer-science/) · [Language and Linguistics · 2 works](https://md.research.elamur.ai/free/en/shelves/arts-and-humanities/language-and-linguistics/) · [Computational Theory and Mathematics · 1 work](https://md.research.elamur.ai/free/en/shelves/computer-science/computational-theory-and-mathematics/) 🧭 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 [**2026** 2 papers](https://md.research.elamur.ai/free/en/authors/leif-zinn-brooks/year/2026/) ## Papers The most cited first (OpenAlex and our library). 1. **[The Shape of Vulnerability: How Adversarial Perturbations Reshape the Topology of Language Model Latent Spaces](https://md.research.elamur.ai/free/en/papers/tsai-2026-shape-vulnerability-how-adversarial-perturbations/)** *(2026)* Adversarial prompts can push LLMs into degraded or harmful behaviour. Most interpretability tools look for linear features in isolated components, so they reveal little about how such inputs reshape a model's internal geometry. This ACL 2026 Student Research Workshop paper applies topological data analysis… 2. **[Using Topological Data Analysis to Characterize the Layers of Language Models Before and After Word Substitution Attacks](https://md.research.elamur.ai/free/en/papers/tang-2026-topological-data-analysis-characterize-layers/)** *(2026)* Synonym-swapping attacks such as TextFooler can flip a classifier's predictions. Existing analyses of these attacks examine only model outputs and reveal little about how the perturbation travels through the network. This paper uses topological data analysis (TDA) to trace how such attacks reshape attention maps at… ## Co-authors here 5 co-authors with a page, the most papers together first. - [Adaku Uchendu](https://md.research.elamur.ai/free/en/authors/adaku-uchendu/) ×2 - [Alexia E. Schulz](https://md.research.elamur.ai/free/en/authors/alexia-e-schulz/) ×2 - [Catherine Liu](https://md.research.elamur.ai/free/en/authors/catherine-liu/) ×2 - [Kimberly Lopez](https://md.research.elamur.ai/free/en/authors/kimberly-lopez/) ×2 - [Shreya Subramanian](https://md.research.elamur.ai/free/en/authors/shreya-subramanian/) ×2 ## Venues Where their works here were published, the most works first, with the editions of those that have a page. - [Annual Meeting of the Association for Computational Linguistics (ACL)](https://md.research.elamur.ai/free/en/venues/acl/): [ACL 2026](https://md.research.elamur.ai/free/en/venues/acl/2026/) - [Workshop on Customizable NLP: Progress and Challenges in Customizing NLP for a Domain, Application, Group, or Individual](https://md.research.elamur.ai/free/en/venues/customnlp4u/): [Workshop on Customizable NLP: Progress and Challenges in Customizing NLP for a Domain, Application, Group, or Individual 2026](https://md.research.elamur.ai/free/en/venues/customnlp4u/2026/) Updated 1 November 2026