AI RESEARCH

APEX: Audio Prototype EXplanations for Classification Tasks

arXiv CS.LG

ArXi:2605.10153v1 Announce Type: cross Explainable AI (XAI) has achieved remarkable success in image classification, yet the audio domain lacks equally mature solutions. Current methods apply vision-based attribution techniques to spectrograms, overlooking fundamental differences between visual and acoustic signals. While prototype reasoning is promising, acoustic similarity remains multidimensional. We