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Robust Conversational Agents against Imperceptible Toxicity Triggers


May 05, 2022
Ninareh Mehrabi, Ahmad Beirami, Fred Morstatter, Aram Galstyan


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Towards Multi-Objective Statistically Fair Federated Learning


Jan 24, 2022
Ninareh Mehrabi, Cyprien de Lichy, John McKay, Cynthia He, William Campbell


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Attributing Fair Decisions with Attention Interventions


Sep 08, 2021
Ninareh Mehrabi, Umang Gupta, Fred Morstatter, Greg Ver Steeg, Aram Galstyan


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Lawyers are Dishonest? Quantifying Representational Harms in Commonsense Knowledge Resources


Mar 21, 2021
Ninareh Mehrabi, Pei Zhou, Fred Morstatter, Jay Pujara, Xiang Ren, Aram Galstyan


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Exacerbating Algorithmic Bias through Fairness Attacks


Dec 16, 2020
Ninareh Mehrabi, Muhammad Naveed, Fred Morstatter, Aram Galstyan


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Statistical Equity: A Fairness Classification Objective


May 14, 2020
Ninareh Mehrabi, Yuzhong Huang, Fred Morstatter


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


Oct 24, 2019
Ninareh Mehrabi, Thamme Gowda, Fred Morstatter, Nanyun Peng, Aram Galstyan


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A Survey on Bias and Fairness in Machine Learning


Sep 17, 2019
Ninareh Mehrabi, Fred Morstatter, Nripsuta Saxena, Kristina Lerman, Aram Galstyan


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DynamicGEM: A Library for Dynamic Graph Embedding Methods


Nov 26, 2018
Palash Goyal, Sujit Rokka Chhetri, Ninareh Mehrabi, Emilio Ferrara, Arquimedes Canedo


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