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Golnoosh Farnadi

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Fairness Incentives in Response to Unfair Dynamic Pricing

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Apr 22, 2024
Jesse Thibodeau, Hadi Nekoei, Afaf Taïk, Janarthanan Rajendran, Golnoosh Farnadi

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From Representational Harms to Quality-of-Service Harms: A Case Study on Llama 2 Safety Safeguards

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Mar 21, 2024
Khaoula Chehbouni, Megha Roshan, Emmanuel Ma, Futian Andrew Wei, Afaf Taik, Jackie CK Cheung, Golnoosh Farnadi

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Balancing Act: Constraining Disparate Impact in Sparse Models

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Oct 31, 2023
Meraj Hashemizadeh, Juan Ramirez, Rohan Sukumaran, Golnoosh Farnadi, Simon Lacoste-Julien, Jose Gallego-Posada

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Causal Fair Metric: Bridging Causality, Individual Fairness, and Adversarial Robustness

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Oct 30, 2023
Ahmad-Reza Ehyaei, Golnoosh Farnadi, Samira Samadi

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Tidying Up the Conversational Recommender Systems' Biases

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Sep 05, 2023
Armin Moradi, Golnoosh Farnadi

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Fairness Through Domain Awareness: Mitigating Popularity Bias For Music Discovery

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Aug 28, 2023
Rebecca Salganik, Fernando Diaz, Golnoosh Farnadi

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Causal Adversarial Perturbations for Individual Fairness and Robustness in Heterogeneous Data Spaces

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Aug 17, 2023
Ahmad-Reza Ehyaei, Kiarash Mohammadi, Amir-Hossein Karimi, Samira Samadi, Golnoosh Farnadi

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Unraveling the Interconnected Axes of Heterogeneity in Machine Learning for Democratic and Inclusive Advancements

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Jun 11, 2023
Maryam Molamohammadi, Afaf Taik, Nicolas Le Roux, Golnoosh Farnadi

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Privacy-Preserving Fair Item Ranking

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Mar 06, 2023
Jia Ao Sun, Sikha Pentyala, Martine De Cock, Golnoosh Farnadi

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Analyzing the Effect of Sampling in GNNs on Individual Fairness

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Sep 09, 2022
Rebecca Salganik, Fernando Diaz, Golnoosh Farnadi

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