Fighting Fire with Fire: Avoiding DNN Shortcuts through Priming

Chuan Wen, Jianing Qian, Jierui Lin, Jiaye Teng, Dinesh Jayaraman, Yang Gao

Abstract: Across applications spanning supervised classification and sequential control, deep learning has been reported to find “shortcut” solutions that fail catastrophically under minor changes in the dat...