publications

2026

1. Adaptive Test-Time Scaling for Zero-Shot Respiratory Audio Classification

   Tsai-Ning Wang, Herman Teun Dekker, Lin-Lin Chen, and 2 more authors

   In Proceedings of the Conference on Health, Inference, and Learning, 2026

   Accepted at AHLI CHIL 2026

   DOI arXiv

2025

1. CaReAQA: A Cardiac and Respiratory Audio Question Answering Model for Open-Ended Diagnostic Reasoning

   Tsai-Ning Wang, Lin-Lin Chen, Neil Zeghidour, and 1 more author

   2025

   Accepted at AHLI CHIL 2025

   DOI Bib

   @misc{wang2025careaqa,
     title = {CaReAQA: A Cardiac and Respiratory Audio Question Answering Model for Open-Ended Diagnostic Reasoning},
     author = {Wang, Tsai-Ning and Chen, Lin-Lin and Zeghidour, Neil and Saeed, Aaqib},
     year = {2025},
     eprint = {2505.01199},
     archiveprefix = {arXiv},
     primaryclass = {cs.LG},
     doi = {10.48550/arXiv.2505.01199},
     url = {https://arxiv.org/abs/2505.01199},
     note = {Accepted at AHLI CHIL 2025},
   }

2. Language Models as Semantic Teachers: Post-Training Alignment for Medical Audio Understanding

   Tsai-Ning Wang, Lin-Lin Chen, Neil Zeghidour, and 1 more author

   2025

   DOI Bib

   @misc{wang2025semanticteachers,
     title = {Language Models as Semantic Teachers: Post-Training Alignment for Medical Audio Understanding},
     author = {Wang, Tsai-Ning and Chen, Lin-Lin and Zeghidour, Neil and Saeed, Aaqib},
     year = {2025},
     eprint = {2512.04847},
     archiveprefix = {arXiv},
     primaryclass = {cs.SD},
     doi = {10.48550/arXiv.2512.04847},
     url = {https://arxiv.org/abs/2512.04847},
   }