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09/05/2023
Bias Propagation in Federated Learning
We show that participating in federated learning can be detrimental to g...
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07/09/2023
On The Impact of Machine Learning Randomness on Group Fairness
Statistical measures for group fairness in machine learning reflect the ...
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11/07/2020
On the Privacy Risks of Algorithmic Fairness
Algorithmic fairness and privacy are essential elements of trustworthy m...
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06/15/2020
On Adversarial Bias and the Robustness of Fair Machine Learning
Optimizing prediction accuracy can come at the expense of fairness. Towa...
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12/24/2019