Listen to Interpret: Post-hoc Interpretability for Audio Networks with
NMF

Listen to Interpret: Post-hoc Interpretability for Audio Networks with NMF

23 February 2022

Pavlo Mozharovskyi

Florence dÁlché-Buc

Papers citing "Listen to Interpret: Post-hoc Interpretability for Audio Networks with NMF"

19 / 19 papers shown

Title
Transformation of audio embeddings into interpretable, concept-based representations Alice Zhang Edison Thomaz Lie Lu 27 0 0 18 Apr 2025
Are We Merely Justifying Results ex Post Facto? Quantifying Explanatory Inversion in Post-Hoc Model Explanations Zhen Tan Song Wang Yifan Li Yu Kong Jundong Li Tianlong Chen Huan Liu FAtt 43 0 0 11 Apr 2025
From Vision to Sound: Advancing Audio Anomaly Detection with Vision-Based Algorithms Manuel Barusco Francesco Borsatti Davide Dalle Pezze Francesco Paissan Elisabetta Farella Gian Antonio Susto 52 0 0 25 Feb 2025
Investigating the Effectiveness of Explainability Methods in Parkinson's Detection from Speech Eleonora Mancini Francesco Paissan Paolo Torroni Mirco Ravanelli Cem Subakan 46 0 0 12 Nov 2024
Audio Explanation Synthesis with Generative Foundation Models Alican Akman Qiyang Sun Björn W. Schuller 20 1 0 10 Oct 2024
One Wave to Explain Them All: A Unifying Perspective on Post-hoc Explainability Gabriel Kasmi Amandine Brunetto Thomas Fel Jayneel Parekh AAML FAtt 25 0 0 02 Oct 2024
LMAC-TD: Producing Time Domain Explanations for Audio Classifiers Eleonora Mancini Francesco Paissan Mirco Ravanelli Cem Subakan 29 1 0 13 Sep 2024
Restyling Unsupervised Concept Based Interpretable Networks with Generative Models Jayneel Parekh Quentin Bouniot Pavlo Mozharovskyi A. Newson Florence dÁlché-Buc SSL 61 1 0 01 Jul 2024
Open-Source Conversational AI with SpeechBrain 1.0 Mirco Ravanelli Titouan Parcollet Adel Moumen Sylvain de Langen Cem Subakan ... Salima Mdhaffar G. Laperriere Mickael Rouvier Renato De Mori Yannick Esteve VLM 34 10 0 29 Jun 2024
Phoneme Discretized Saliency Maps for Explainable Detection of AI-Generated Voice Shubham Gupta Mirco Ravanelli Pascal Germain Cem Subakan FAtt 37 3 0 14 Jun 2024
Listenable Maps for Zero-Shot Audio Classifiers Francesco Paissan Luca Della Libera Mirco Ravanelli Cem Subakan 32 4 0 27 May 2024
Listenable Maps for Audio Classifiers Francesco Paissan Mirco Ravanelli Cem Subakan 30 7 0 19 Mar 2024
Focal Modulation Networks for Interpretable Sound Classification Luca Della Libera Cem Subakan Mirco Ravanelli 28 2 0 05 Feb 2024
A Holistic Approach to Unifying Automatic Concept Extraction and Concept Importance Estimation Thomas Fel Victor Boutin Mazda Moayeri Rémi Cadène Louis Bethune Léo Andéol Mathieu Chalvidal Thomas Serre FAtt 16 49 0 11 Jun 2023
Tackling Interpretability in Audio Classification Networks with Non-negative Matrix Factorization Jayneel Parekh Sanjeel Parekh Pavlo Mozharovskyi Gaël Richard Florence dÁlché-Buc 28 6 0 11 May 2023
Posthoc Interpretation via Quantization Francesco Paissan Cem Subakan Mirco Ravanelli MQ 16 6 0 22 Mar 2023
Concept-Based Techniques for "Musicologist-friendly" Explanations in a Deep Music Classifier Francesco Foscarin Katharina Hoedt Verena Praher A. Flexer Gerhard Widmer 21 11 0 26 Aug 2022
AudioMNIST: Exploring Explainable Artificial Intelligence for Audio Analysis on a Simple Benchmark Sören Becker Johanna Vielhaben M. Ackermann Klaus-Robert Muller Sebastian Lapuschkin Wojciech Samek XAI 24 94 0 09 Jul 2018
Methods for Interpreting and Understanding Deep Neural Networks G. Montavon Wojciech Samek K. Müller FaML 234 2,235 0 24 Jun 2017