Hello, I am Ninareh Mehrabi
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Hi! This is Ninareh Mehrabi. I am a postdoctoral scientist at Amazon Alexa AI working on developing responsible AI systems. I was previously a Ph.D. candidate at University of Southern California's Information Sciences Institute where I worked with Prof. Aram Galstyan and Fred Morstatter as part of the MINDS group.

Selected Papers

A Survey on Bias and Fairness in Machine Learning

ACM Computing Surveys (CSUR)

Ninareh Mehrabi, Fred Morstatter, Nripsuta Saxena, Kristina Lerman, Aram Galstyan

Exacerbating Algorithmic Bias through Fairness Attacks

Proceedings of the AAAI Conference on Artificial Intelligence

Ninareh Mehrabi, Muhammad Naveed, Fred Morstatter, Aram Galstyan

Lawyers are Dishonest? Quantifying Representational Harms in Commonsense Knowledge Resources

Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing

Ninareh Mehrabi, Pei Zhou, Fred Morstatter, Jay Pujara, Xiang Ren, Aram Galstyan

Robust Conversational Agents against Imperceptible Toxicity Triggers

Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies

Ninareh Mehrabi , Ahmad Beirami, Fred Morstatter, Aram Galstyan

Debiasing Community Detection: The Importance of Lowly Connected Nodes

IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining

Ninareh Mehrabi , Fred Morstatter, Nanyun Peng, Aram Galstyan

Man is to Person as Woman is to Location: Measuring Gender Bias in Named Entity Recognition

HT '20: Proceedings of the 31st ACM Conference on Hypertext and Social Media

Ninareh Mehrabi , Thamme Gowda, Fred Morstatter, Nanyun Peng, Aram Galstyan

Attributing Fair Decisions with Attention Interventions

TrustNLP workshop @ NAACL 2022

Ninareh Mehrabi , Umang Gupta, Fred Morstatter, Greg Ver Steeg, Aram Galstyan

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