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cs.LG2026
Meta-Ensemble Learning with Diverse Data Splits for Improved Respiratory Sound Classification
June-Woo Kim, Miika Toikkanen, Heejoon Koo +3
Training reliable respiratory sound classification models remains challenging due to the limited size and subject diversity of datasets. Ensemble methods can improve robustness, bu…
cs.LG2025
Tri-MTL: A Triple Multitask Learning Approach for Respiratory Disease Diagnosis
June-Woo Kim, Sanghoon Lee, Miika Toikkanen +2
Auscultation remains a cornerstone of clinical practice, essential for both initial evaluation and continuous monitoring. Clinicians listen to the lung sounds and make a diagnosis…