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Predictive Multiplicity in Probabilistic Classification

Predictive Multiplicity in Probabilistic Classification

2 June 2022
J. Watson-Daniels
David C. Parkes
Berk Ustun
ArXivPDFHTML

Papers citing "Predictive Multiplicity in Probabilistic Classification"

6 / 6 papers shown
Title
Perils of Label Indeterminacy: A Case Study on Prediction of Neurological Recovery After Cardiac Arrest
Perils of Label Indeterminacy: A Case Study on Prediction of Neurological Recovery After Cardiac Arrest
Jakob Schoeffer
Maria De-Arteaga
Jonathan Elmer
113
0
0
05 Apr 2025
The Curious Case of Arbitrariness in Machine Learning
Prakhar Ganesh
Afaf Taik
G. Farnadi
59
2
0
28 Jan 2025
Feature Responsiveness Scores: Model-Agnostic Explanations for Recourse
Feature Responsiveness Scores: Model-Agnostic Explanations for Recourse
Seung Hyun Cheon
Anneke Wernerfelt
Sorelle A. Friedler
Berk Ustun
FaML
FAtt
45
0
0
29 Oct 2024
Amazing Things Come From Having Many Good Models
Amazing Things Come From Having Many Good Models
Cynthia Rudin
Chudi Zhong
Lesia Semenova
Margo Seltzer
Ronald E. Parr
Jiachang Liu
Srikar Katta
Jon Donnelly
Harry Chen
Zachery Boner
26
23
0
05 Jul 2024
Predictive Churn with the Set of Good Models
Predictive Churn with the Set of Good Models
J. Watson-Daniels
Flavio du Pin Calmon
Alexander DÁmour
Carol Xuan Long
David C. Parkes
Berk Ustun
79
7
0
12 Feb 2024
Cross-model Fairness: Empirical Study of Fairness and Ethics Under Model
  Multiplicity
Cross-model Fairness: Empirical Study of Fairness and Ethics Under Model Multiplicity
Kacper Sokol
Meelis Kull
J. Chan
Flora D. Salim
15
6
0
14 Mar 2022
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