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cs.SD2024
LMAC-TD: Producing Time Domain Explanations for Audio Classifiers
Eleonora Mancini, Francesco Paissan, Mirco Ravanelli +1
Neural networks are typically black-boxes that remain opaque with regards to their decision mechanisms. Several works in the literature have proposed post-hoc explanation methods t…
cs.SD2017★ 4 cited
Neural Network Alternatives to Convolutive Audio Models for Source Separation
Shrikant Venkataramani, Y. Cem Subakan, Paris Smaragdis
Convolutive Non-Negative Matrix Factorization model factorizes a given audio spectrogram using frequency templates with a temporal dimension. In this paper, we present a convolutio…