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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
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Papers citing "Predictive Multiplicity in Probabilistic Classification"

8 / 8 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
215
0
0
05 Apr 2025
The Curious Case of Arbitrariness in Machine Learning
Prakhar Ganesh
Afaf Taik
G. Farnadi
69
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
47
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
32
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
88
7
0
12 Feb 2024
Arbitrary Decisions are a Hidden Cost of Differentially Private Training
Arbitrary Decisions are a Hidden Cost of Differentially Private Training
B. Kulynych
Hsiang Hsu
Carmela Troncoso
Flavio du Pin Calmon
28
18
0
28 Feb 2023
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
32
6
0
14 Mar 2022
Rank List Sensitivity of Recommender Systems to Interaction
  Perturbations
Rank List Sensitivity of Recommender Systems to Interaction Perturbations
Sejoon Oh
Berk Ustun
Julian McAuley
Srijan Kumar
30
34
0
29 Jan 2022
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