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cs.LG2026
ICON decomposition: Multivariate concept auditing reveals shortcuts that neural networks rely on
Roshan Prakash Rane, Marco Simnacher, Manuel Pfeuffer +7
Deep neural networks often exploit spurious associations, a failure known as shortcut learning. Before deployment, models should therefore be audited for reliance on concepts such…
cs.LG2023★ 1 cited
DeepRepViz: Identifying Confounders in Deep Learning Model Predictions
Roshan Prakash Rane, JiHoon Kim, Arjun Umesha +3
Deep Learning (DL) models have gained popularity in neuroimaging studies for predicting psychological behaviors, cognitive traits, and brain pathologies. However, these models can…