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cs.SD2025
Representation-Based Data Quality Audits for Audio
Alvaro Gonzalez-Jimenez, Fabian Gröger, Linda Wermelinger +4
Data quality issues such as off-topic samples, near duplicates, and label errors often limit the performance of audio-based systems. This paper addresses these issues by adapting S…
cs.SD2025
Evaluation of Deep Audio Representations for Hearables
Fabian Gröger, Pascal Baumann, Ludovic Amruthalingam +3
Effectively steering hearable devices requires understanding the acoustic environment around the user. In the computational analysis of sound scenes, foundation models have emerged…