eess.AS · 2026-05-30 · No. 12
Audio and Speech Processing, 2026-05-30.
1 new papers in eess.AS. Titles, authors,
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01 — The papers
1 entries-
01
Mitigating Stethoscope-Induced Shortcuts in Respiratory Sound Classification under Federated Domain Generalization with Causality-Inspired Interventions
Heejoon Koo, Yoon Tae Kim, Miika Toikkanen, June-Woo Kim
eess.AS · cs.AI · cs.SD
AI-driven respiratory sound classification (RSC) is promising for automated pulmonary disease detection, yet multi-site deployment is hindered by inter-stethoscope variability. We introduce a federated domain generalization (FedDG) formulation for RSC under stethoscope-induced device shifts, where clients use heterogeneous devices and the model is evaluated on unseen devices. Our empirical analysis shows that stethoscope-induced style and...
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