On End-to-End White-Box Adversarial Attacks in Music Information Retrieval

Small adversarial perturbations of input data can drastically change the performance of machine learning systems, thereby challenging their validity. We compare several adversarial attacks targeting an instrument classifier, where for the first time in Music Information Retrieval (MIR) the perturbat...

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Bibliographic Details
Main Authors: Katharina Prinz, Arthur Flexer, Gerhard Widmer
Format: Article
Language:English
Published: Ubiquity Press 2021-07-01
Series:Transactions of the International Society for Music Information Retrieval
Subjects:
Online Access:https://transactions.ismir.net/articles/85