TY - GEN
T1 - A Rate-Distortion Framework for Explaining Black-Box Model Decisions
AU - Kolek, Stefan
AU - Nguyen, Duc Anh
AU - Levie, Ron
AU - Bruna, Joan
AU - Kutyniok, Gitta
N1 - Publisher Copyright:
© 2022, The Author(s).
PY - 2022
Y1 - 2022
N2 - We present the Rate-Distortion Explanation (RDE) framework, a mathematically well-founded method for explaining black-box model decisions. The framework is based on perturbations of the target input signal and applies to any differentiable pre-trained model such as neural networks. Our experiments demonstrate the framework’s adaptability to diverse data modalities, particularly images, audio, and physical simulations of urban environments.
AB - We present the Rate-Distortion Explanation (RDE) framework, a mathematically well-founded method for explaining black-box model decisions. The framework is based on perturbations of the target input signal and applies to any differentiable pre-trained model such as neural networks. Our experiments demonstrate the framework’s adaptability to diverse data modalities, particularly images, audio, and physical simulations of urban environments.
UR - http://www.scopus.com/inward/record.url?scp=85128912840&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85128912840&partnerID=8YFLogxK
U2 - 10.1007/978-3-031-04083-2_6
DO - 10.1007/978-3-031-04083-2_6
M3 - Conference contribution
AN - SCOPUS:85128912840
SN - 9783031040825
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 91
EP - 115
BT - xxAI - Beyond Explainable AI - International Workshop, Held in Conjunction with ICML 2020, Revised and Extended Papers
A2 - Holzinger, Andreas
A2 - Goebel, Randy
A2 - Fong, Ruth
A2 - Moon, Taesup
A2 - Müller, Klaus-Robert
A2 - Samek, Wojciech
PB - Springer Science and Business Media Deutschland GmbH
T2 - International Workshop on Extending Explainable AI Beyond Deep Models and Classifiers, xxAI 2020, held in Conjunction with ICML 2020
Y2 - 18 July 2020 through 18 July 2020
ER -