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09/20/2023
Using Property Elicitation to Understand the Impacts of Fairness Constraints
Predictive algorithms are often trained by optimizing some loss function...
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07/18/2022
Consistent Polyhedral Surrogates for Top-k Classification and Variants
Top-k classification is a generalization of multiclass classification us...
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06/29/2022
An Embedding Framework for the Design and Analysis of Consistent Polyhedral Surrogates
We formalize and study the natural approach of designing convex surrogat...
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03/16/2022
The Structured Abstain Problem and the Lovász Hinge
The Lovász hinge is a convex surrogate recently proposed for structured ...
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02/16/2021
Unifying Lower Bounds on Prediction Dimension of Consistent Convex Surrogates
Given a prediction task, understanding when one can and cannot design a ...
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10/12/2020
Bridging Machine Learning and Mechanism Design towards Algorithmic Fairness
Decision-making systems increasingly orchestrate our world: how to inter...
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07/17/2019