626 citations · 2.7k across the 64 of their papers we have counts for
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On Fair Virtual Conference Scheduling: Achieving Equitable Participant and Speaker Satisfaction
Gourab K Patro, Abhijnan Chakraborty, Niloy Ganguly +1
The (COVID-19) pandemic-induced restrictions on travel and social gatherings have prompted most conference organizers to move their events online. However, in contrast to physical…
Unifying Model Explainability and Robustness via Machine-Checkable Concepts
Vedant Nanda, Till Speicher, John P. Dickerson +2
As deep neural networks (DNNs) get adopted in an ever-increasing number of applications, explainability has emerged as a crucial desideratum for these models. In many real-world ta…
On Fair Selection in the Presence of Implicit Variance
Vitalii Emelianov, Nicolas Gast, Krishna P. Gummadi +1
Quota-based fairness mechanisms like the so-called Rooney rule or four-fifths rule are used in selection problems such as hiring or college admission to reduce inequalities based o…
Fair Inputs and Fair Outputs: The Incompatibility of Fairness in Privacy and Accuracy
Bashir Rastegarpanah, Mark Crovella, Krishna P. Gummadi
Fairness concerns about algorithmic decision-making systems have been mainly focused on the outputs (e.g., the accuracy of a classifier across individuals or groups). However, one…
FairRec: Two-Sided Fairness for Personalized Recommendations in Two-Sided Platforms
Gourab K Patro, Arpita Biswas, Niloy Ganguly +2
We investigate the problem of fair recommendation in the context of two-sided online platforms, comprising customers on one side and producers on the other. Traditionally, recommen…