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Alba Martínez-Serrano

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#artificial intelligence Preprint Oct 2026

Hierarchical Interpretable Multitask Audio Representation Learning: An Analysis of Event-Scene Relationships through the Information Bottleneck

Joint Acoustic Scene Classification (ASC) and Audio Tagging (AT) models traditionally rely on unconstrained multihead architectures. However, this design ignores the natural hierarchical dependency between sounds and acoustic scenes. In this work, we investigate a hierarchical (sequential) conditioning paradigm that pr...

Claudia Montero-Ramírez, Alba Martínez-Serrano, Carmen Peláez-Moreno · 0 citations

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