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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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02/01/2023
Clinical Decision Transformer: Intended Treatment Recommendation through Goal Prompting
With recent achievements in tasks requiring context awareness, foundatio...
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11/22/2022
ModelDiff: A Framework for Comparing Learning Algorithms
We study the problem of (learning) algorithm comparison, where the goal ...
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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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12/31/2021
On Distinctive Properties of Universal Perturbations
We identify properties of universal adversarial perturbations (UAPs) tha...
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11/25/2018
Sparse PCA from Sparse Linear Regression
Sparse Principal Component Analysis (SPCA) and Sparse Linear Regression ...
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04/27/2017