****THIS PUBLICATIONS PAGE IS NOT UPDATED. PLEASE REFER TO MY GOOGLE SCHOLAR****
2021
A Survey on the Robustness of Feature Importance and Counterfactual Explanations
Saumitra Mishra, Sanghamitra Dutta, Jason Long, and Daniele Magazzeni
Workshop on Explainable AI in Finance
2nd ACM International Conference on AI in Finance (ICAIF)
November 3, 2021, Online
[Paper]
2020
Reliable Local Explanations for Machine Listening
TL;DR: Local explanations from input occlusion-based explanation methods (e.g., SLIME) are sensitive to the content of the occluding components.
Saumitra Mishra, Emmanouil Benetos, Bob L. Sturm, and Simon Dixon
International Joint Conference on Neural Networks (IJCNN)
Special Session on Explainable Computational/Artificial Intelligence
July 19-24, 2020, Glasgow, U.K.
[Paper] [Code] [Presentation]
2019
Atrial Fibrillation Stratification via Fibrillatory Wave Characterization Using the Filter Diagonalization Method
Saumitra Mishra, Sreehari Mohan, Khalid Rajab, Gurpreet Dhillon, Pier Lambiase, Ross J. Hunter and Elaine Chew
International Conference in Computing in Cardiology (CinC)
September, 8-11, 2019, Singapore
[Paper]
GAN-based Generation and Automatic Selection of Explanations for Neural Networks
Saumitra Mishra, Daniel Stoller, Emmanouil Benetos, Bob L. Sturm and Simon Dixon
Workshop on Safe Machine Learning: Specification, Robustness and Assurance (SafeML)
Seventh International Conference on Learning Representations (ICLR)
May 06-09, 2019, New Orleans, USA
[Paper]
2018
Analysing the Predictions of a CNN-based Replay Spoofing Detection System
Bhusan Chettri, Saumitra Mishra, Bob L. Sturm, E. Benetos
IEEE Spoken Language Workshop (SLT)
December 18-21, 2018, Athens, Greece
[Paper]
Understanding a Deep Machine Listening Model Through Feature Inversion
Saumitra Mishra, Bob L. Sturm and Simon Dixon
19th International Society for Music Information Retrieval Conference (ISMIR)
September 23 - 27, 2018, Paris, France
[Paper]
"What are You Listening to?" Explaining Predictions of Deep Machine Listening Systems
Saumitra Mishra, Bob L. Sturm and Simon Dixon
26th European Signal Processing Conference (EUSIPCO)
September 03 - 07, 2018, Rome, Italy
[Paper]
A Study on Convolutional Neural Network based End-to-End Replay Anti-Spoofing
Bhusan Chettri, Saumitra Mishra, Bob L. Sturm and Emmanouil Benetos
arXiv: 1805.09164 [eess:AS]
[Paper]
2017
Inverting Feature Representations of Deep Machine Listening Systems
Saumitra Mishra, Bob L. Sturm and Simon Dixon
Digital Music Research Network (DMRN) One-day Workshop
December 19, 2017, London, U.K.
[Paper]
Local Interpretable Model-Agnostic Explanations for Music Content Analysis
Saumitra Mishra, Bob L. Sturm and Simon Dixon
18th International Society for Music Information Retrieval Conference (ISMIR)
October 23 - 28, 2017, Suzhou, China
2016
Explaining predictions of machine listeningsystems
Saumitra Mishra, Bob L. Sturm and Simon Dixon
Digital Music Research Network (DMRN) One-day Workshop
December 20, 2016, London, U.K.
[Paper]