Be Persistent: Towards a Unified Solution for Mitigating Shortcuts in Deep Learning

Hadi M. Dolatabadi, Sarah M. Erfani, Christopher Leckie

Deep neural networks (DNNs) are vulnerable to shortcut learning: rather than learning the intended task, they tend to draw inconclusive relationships between their inputs and outpu…