Don't sweat the small stuff, classify the rest: Sample Shielding to protect text classifiers against adversarial attacks

Jonathan Rusert, Padmini Srinivasan. Don't sweat the small stuff, classify the rest: Sample Shielding to protect text classifiers against adversarial attacks. In Marine Carpuat, Marie-Catherine de Marneffe, Iván Vladimir Meza Ruíz, editors, Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL 2022, Seattle, WA, United States, July 10-15, 2022. pages 2716-2725, Association for Computational Linguistics, 2022. [doi]

Abstract

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