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cs.SD2026
Mask-Induced Displacement in Audio XAI via Logit Trajectory Decomposition
Nico García-Peguinho, David Kelly, Fabrizio Smeraldi +1
Perturbation-based XAI methods for audio classifiers often estimate feature importance by masking spectrogram regions and crediting output changes to the retained signal. Yet they…
cs.SD2026
If It's Good Enough for You, It's Good Enough for Me: Transferability of Audio Sufficiencies across Models
David A. Kelly, Hana Chockler
In order to gain fresh insights about the information processing characteristics of different audio classification models, we propose transferability analysis. Given a minimal, suf…
cs.SD2026
I Guess That's Why They Call it the Blues: Causal Analysis for Audio Classifiers
David A. Kelly, Hana Chockler
It is well-known that audio classifiers often rely on non-musically relevant features and spurious correlations to classify audio. Hence audio classifiers are easy to manipulate or…