Alexander D'Amour
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An intentional approach to managing bias in embedding models
Atilla P. Kiraly
Jungyeon Park
Rory Pilgrim
Charles Lau
Heather Cole-Lewis
Shravya Shetty
Krish Eswaran
Leo Anthony Celi
The Lancet Digital Health, 6 (2024), E126-E130
Diagnosing failures of fairness transfer across distribution shift in real-world medical settings
Jessica Schrouff
Sanmi Koyejo
Eva Schnider
Krista Opsahl-Ong
Alex Brown
Diana Mincu
Christina Chen
Silvia Chiappa
Proceedings of Neural Information Processing Systems 2022 (2022)
The MultiBERTs: BERT Reproductions for Robustness Analysis
Steve Yadlowsky
Jason Wei
Naomi Saphra
Iulia Raluca Turc
2022
SLOE: A Faster Method for Statistical Inference in High-Dimensional Logistic Regression
Steve Yadlowsky
Advances in Neural Information Processing Systems (2021)
On Robustness and Transferability of Convolutional Neural Networks
Josip Djolonga
Jessica Yung
Michael Tschannen
Rob Romijnders
Lucas Beyer
Alexander Kolesnikov
Matthias Minderer
Dan Moldovan
Sylvain Gelly
Neil Houlsby
Xiaohua Zhai
Conference on Computer Vision and Pattern Recognition (2021)
Underspecification Presents Challenges for Credibility in Modern Machine Learning
Dan Moldovan
Ben Adlam
Babak Alipanahi
Alex Beutel
Christina Chen
Jon Deaton
Matthew D. Hoffman
Shaobo Hou
Neil Houlsby
Ghassen Jerfel
Yian Ma
Diana Mincu
Akinori Mitani
Andrea Montanari
Christopher Nielsen
Thomas Osborne
Rajiv Raman
Kim Ramasamy
Jessica Schrouff
Martin Gamunu Seneviratne
Shannon Sequeira
Harini Suresh
Victor Veitch
Steve Yadlowsky
Xiaohua Zhai
D. Sculley
Journal of Machine Learning Research (2020)
Estimating the Changing Infection Rate of COVID-19 Using Bayesian Models of Mobility
Xue Ben
Shawn O'Banion
Matthew D. Hoffman
medRxiv, https://www.medrxiv.org/content/10.1101/2020.08.06.20169664v1.full (2020)
Flexible sensitivity analysis for observational studies without observable implications
Alexander Franks
Avi Feller
Journal of the American Statistical Association (2019) (to appear)
BriarPatches: Pixel-Space Interventions for Inducing Demographic Parity
Yoni Halpern
D. Sculley
Neural Information Processing Systems: Workshop on Ethical, Social and Governance Issues in AI (2018)
