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Workshop
Is Unsupervised Performance Estimation Impossible When Both Covariates and Labels shift?
Lingjiao Chen · Matei Zaharia · James Zou
Poster
Thu 14:00 Estimating and Explaining Model Performance When Both Covariates and Labels Shift
Lingjiao Chen · Matei Zaharia · James Zou
Poster
Tue 14:00 Agreement-on-the-line: Predicting the Performance of Neural Networks under Distribution Shift
Christina Baek · Yiding Jiang · Aditi Raghunathan · J. Zico Kolter
Poster
Tue 14:00 Anticipating Performativity by Predicting from Predictions
Celestine Mendler-Dünner · Frances Ding · Yixin Wang
Workshop
"Why did the Model Fail?": Attributing Model Performance Changes to Distribution Shifts
Haoran Zhang · Harvineet Singh · Marzyeh Ghassemi · Shalmali Joshi
Poster
Thu 9:00 HAPI: A Large-scale Longitudinal Dataset of Commercial ML API Predictions
Lingjiao Chen · Zhihua Jin · Evan Sabri Eyuboglu · Christopher Ré · Matei Zaharia · James Zou