The Dataset Multiplicity Problem: How Unreliable Data Impacts Predictions

Anna P. Meyer, Aws Albarghouthi, Loris D'Antoni

We introduce dataset multiplicity, a way to study how inaccuracies, uncertainty, and social bias in training datasets impact test-time predictions. The dataset multiplicity framewo…