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Online Learning with Multiple Fairness Regularizers via Graph-Structured Feedback

Quan Zhou, Jakub Marecek, Robert Shorten
16 hours ago
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arXiv:2508.14311v2 Announce Type: replace-cross Abstract: There is an increasing need to enforce multiple, often competing, measures of fairness within automated decision systems. The appropriate weighting of these fairness objectives is typically unknown a priori, may change over time and, in our setting, must be learned adaptively through...

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