A Rate-Distortion Framework for Explaining Black-Box Model Decisions

Stefan Kolek, Duc Anh Nguyen, Ron Levie, Joan Bruna, Gitta Kutyniok. A Rate-Distortion Framework for Explaining Black-Box Model Decisions. In Andreas Holzinger, Randy Goebel, Ruth Fong, Taesup Moon, Klaus-Robert Müller, Wojciech Samek, editors, xxAI - Beyond Explainable AI - International Workshop, Held in Conjunction with ICML 2020, July 18, 2020, Vienna, Austria, Revised and Extended Papers. Volume 13200 of Lecture Notes in Computer Science, pages 91-115, Springer, 2020. [doi]

Abstract

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