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Reliable Local Explanations for Machine Listening


May 15, 2020
Saumitra Mishra, Emmanouil Benetos, Bob L. Sturm, Simon Dixon

* 8 pages plus references. Accepted at the IJCNN 2020 Special Session on Explainable Computational/Artificial Intelligence. Camera-ready version 

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GAN-based Generation and Automatic Selection of Explanations for Neural Networks


Apr 27, 2019
Saumitra Mishra, Daniel Stoller, Emmanouil Benetos, Bob L. Sturm, Simon Dixon

* SafeML Workshop at the International Conference on Learning Representations (ICLR) 2019 
* 8 pages plus references and appendix. Accepted at the ICLR 2019 Workshop "Safe Machine Learning: Specification, Robustness and Assurance". Camera-ready version. v2: Corrected page header 

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The "Horse'' Inside: Seeking Causes Behind the Behaviours of Music Content Analysis Systems


Jun 09, 2016
Bob L. Sturm

* 32 pages, 17 figures, this work was accepted for publication in a journal special issue in Apr. 2015 

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Music transcription modelling and composition using deep learning


Apr 29, 2016
Bob L. Sturm, João Felipe Santos, Oded Ben-Tal, Iryna Korshunova

* 16 pages, 4 figures, contribution to 1st Conference on Computer Simulation of Musical Creativity 

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Deep Learning and Music Adversaries


Jul 16, 2015
Corey Kereliuk, Bob L. Sturm, Jan Larsen

* 13 pages, 6 figures, 3 tables, 6 sections 

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