3 citations · 11 across the 8 of their papers we have counts for
9 papers
Ex-Ante Assessment of Discrimination in Dataset
Jonathan Vasquez, Xavier Gitiaux, Huzefa Rangwala
Data owners face increasing liability for how the use of their data could harm under-priviliged communities. Stakeholders would like to identify the characteristics of data that le…
SoFaiR: Single Shot Fair Representation Learning
Xavier Gitiaux, Huzefa Rangwala
To avoid discriminatory uses of their data, organizations can learn to map them into a representation that filters out information related to sensitive attributes. However, all exi…
Trade-offs between Group Fairness Metrics in Societal Resource Allocation
Tasfia Mashiat, Xavier Gitiaux, Huzefa Rangwala +2
We consider social resource allocations that deliver an array of scarce supports to a diverse population. Such allocations pervade social service delivery, such as provision of hom…
SWAP Test for an Arbitrary Number of Quantum States
Xavier Gitiaux, Ian Morris, Maria Emelianenko +1
We develop a recursive algorithm to generalize the quantum SWAP test for an arbitrary number of quantum states requiring controlled-swap (CSWAP) gates and an…
Fair Representations by Compression
Xavier Gitiaux, Huzefa Rangwala
Organizations that collect and sell data face increasing scrutiny for the discriminatory use of data. We propose a novel unsupervised approach to transform data into a compressed b…
Learning Smooth and Fair Representations
Xavier Gitiaux, Huzefa Rangwala
Organizations that own data face increasing legal liability for its discriminatory use against protected demographic groups, extending to contractual transactions involving third p…