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Ecosystem-level Analysis of Deployed Machine Learning Reveals
  Homogeneous Outcomes

Ecosystem-level Analysis of Deployed Machine Learning Reveals Homogeneous Outcomes

12 July 2023
Connor Toups
Rishi Bommasani
Kathleen A. Creel
S. Bana
Dan Jurafsky
Percy Liang
ArXivPDFHTML

Papers citing "Ecosystem-level Analysis of Deployed Machine Learning Reveals Homogeneous Outcomes"

5 / 5 papers shown
Title
Hiring under Congestion and Algorithmic Monoculture: Value of Strategic Behavior
Hiring under Congestion and Algorithmic Monoculture: Value of Strategic Behavior
Jackie Baek
Hamsa Bastani
Shihan Chen
41
0
0
27 Feb 2025
Human Expertise in Algorithmic Prediction
Human Expertise in Algorithmic Prediction
Rohan Alur
Manish Raghavan
Devavrat Shah
17
1
0
01 Feb 2024
HAPI: A Large-scale Longitudinal Dataset of Commercial ML API
  Predictions
HAPI: A Large-scale Longitudinal Dataset of Commercial ML API Predictions
Lingjiao Chen
Zhihua Jin
Sabri Eyuboglu
Christopher Ré
Matei A. Zaharia
James Y. Zou
37
9
0
18 Sep 2022
Disparities in Dermatology AI Performance on a Diverse, Curated Clinical
  Image Set
Disparities in Dermatology AI Performance on a Diverse, Curated Clinical Image Set
Roxana Daneshjou
Kailas Vodrahalli
R. Novoa
Melissa Jenkins
Weixin Liang
...
Rachna Sahasrabudhe
Johan A. C. Allerup
Utako Okata-Karigane
James Y. Zou
A. Chiou
45
216
0
15 Mar 2022
An Investigation of Why Overparameterization Exacerbates Spurious
  Correlations
An Investigation of Why Overparameterization Exacerbates Spurious Correlations
Shiori Sagawa
Aditi Raghunathan
Pang Wei Koh
Percy Liang
144
369
0
09 May 2020
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