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]

@inproceedings{KolekNLBK20,
  title = {A Rate-Distortion Framework for Explaining Black-Box Model Decisions},
  author = {Stefan Kolek and Duc Anh Nguyen and Ron Levie and Joan Bruna and Gitta Kutyniok},
  year = {2020},
  doi = {10.1007/978-3-031-04083-2_6},
  url = {https://doi.org/10.1007/978-3-031-04083-2_6},
  researchr = {https://researchr.org/publication/KolekNLBK20},
  cites = {0},
  citedby = {0},
  pages = {91-115},
  booktitle = {xxAI - Beyond Explainable AI - International Workshop, Held in Conjunction with ICML 2020, July 18, 2020, Vienna, Austria, Revised and Extended Papers},
  editor = {Andreas Holzinger and Randy Goebel and Ruth Fong and Taesup Moon and Klaus-Robert Müller and Wojciech Samek},
  volume = {13200},
  series = {Lecture Notes in Computer Science},
  publisher = {Springer},
  isbn = {978-3-031-04083-2},
}