Data-Centric AI

TRIAGE: Characterizing and auditing training data for improved regression
TRIAGE provides systematic data characterization for regression settings; compatible with a variety of regressors.
Nabeel Seedat, Jonathan Crabbé, Zhaozhi Qian, Mihaela van der Schaar
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TRIAGE: Characterizing and auditing training data for improved regression
Data-IQ: Characterizing subgroups with heterogeneous outcomes in tabular data
We introduce Data-IQ, a data-centric framework to identify ambiguous examples.
Nabeel Seedat, Jonathan Crabbé, Ioana Bica, Mihaela van der Schaar
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Data-IQ: Characterizing subgroups with heterogeneous outcomes in tabular data
Data-SUITE: Data-centric identification of in-distribution incongruous examples
We introduce Data-SUITE, a data-centric framework to identify incongruous examples.
Nabeel Seedat, Jonathan Crabbé, Mihaela van der Schaar
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Data-SUITE: Data-centric identification of in-distribution incongruous examples