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03/24/2023
TRAK: Attributing Model Behavior at Scale
The goal of data attribution is to trace model predictions back to train...
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02/01/2022
Datamodels: Predicting Predictions from Training Data
We present a conceptual framework, datamodeling, for analyzing the behav...
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02/26/2020
Revisiting Ensembles in an Adversarial Context: Improving Natural Accuracy
A necessary characteristic for the deployment of deep learning models in...
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02/24/2020
The Two Regimes of Deep Network Training
Learning rate schedule has a major impact on the performance of deep lea...
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06/10/2018