ART shows that many shortcut-mitigation and association-unlearning methods leave label-attribute associations that can be reactivated by amplifying residual feature directions under the original classifier head.
In: Proceedings of Topological, Algebraic, and Geometric Learning Work- shops 2022
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Association Restoration Test: Revealing Restorable Shortcuts after Unlearning
ART shows that many shortcut-mitigation and association-unlearning methods leave label-attribute associations that can be reactivated by amplifying residual feature directions under the original classifier head.