AINeutralarXiv – CS AI · 8h ago7/10
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SpurAudio: A Benchmark for Studying Shortcut Learning in Few-Shot Audio Classification
Researchers introduce SpurAudio, a new benchmark for evaluating few-shot audio classification that reveals how state-of-the-art models exploit spurious correlations between foreground content and background noise. The study demonstrates that even large pretrained audio foundation models suffer significant performance degradation when background contexts shift, exposing a critical vulnerability in current evaluation methodologies that has been largely overlooked in audio research.