"Why did the Model Fail?": Attributing Model Performance Changes to Distribution Shifts

19 October 2022

Papers citing ""Why did the Model Fail?": Attributing Model Performance Changes to Distribution Shifts"

5 / 5 papers shown

Title
Wasserstein Distances Made Explainable: Insights into Dataset Shifts and Transport Phenomena Philip Naumann Jacob R. Kauffmann G. Montavon 19 0 0 09 May 2025
What is different between these datasets? Varun Babbar Zhicheng Guo Cynthia Rudin 57 1 0 08 Mar 2024
Diagnosing Model Performance Under Distribution Shift Tiffany Cai Hongseok Namkoong Steve Yadlowsky 32 27 0 03 Mar 2023
Evaluating Robustness to Dataset Shift via Parametric Robustness Sets Nikolaj Thams Michael Oberst David Sontag OOD 27 10 0 31 May 2022
A Fine-Grained Analysis on Distribution Shift Olivia Wiles Sven Gowal Florian Stimberg Sylvestre-Alvise Rebuffi Ira Ktena Krishnamurthy Dvijotham A. Cemgil OOD 215 196 0 21 Oct 2021