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08/24/2022
Pushing the limits of fairness impossibility: Who's the fairest of them all?
The impossibility theorem of fairness is a foundational result in the al...
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04/12/2022
Detection and Mitigation of Algorithmic Bias via Predictive Rate Parity
Recently, numerous studies have demonstrated the presence of bias in mac...
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03/30/2022
Long-term Dynamics of Fairness Intervention in Connection Recommender Systems
Recommender system fairness has been studied from the perspectives of a ...
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02/04/2022
Generalized Causal Tree for Uplift Modeling
Uplift modeling is crucial in various applications ranging from marketin...
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05/29/2021
A/B Testing for Recommender Systems in a Two-sided Marketplace
Two-sided marketplaces are standard business models of many online platf...
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06/19/2020
Scalable Assessment and Mitigation Strategies for Fairness in Rankings
Motivated by industrial-scale applications, we consider two specific are...
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06/08/2019
Optimal Convergence for Stochastic Optimization with Multiple Expectation Constraints
In this paper, we focus on the problem of stochastic optimization where ...
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01/29/2019
A/B Testing in Dense Large-Scale Networks: Design and Inference
Design of experiments and estimation of treatment effects in large-scale...
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09/27/2018