10 citations · 15 across the 3 of their papers we have counts for
3 papers
Voice Disorder Analysis: a Transformer-based Approach
Alkis Koudounas, Gabriele Ciravegna, Marco Fantini +4
Voice disorders are pathologies significantly affecting patient quality of life. However, non-invasive automated diagnosis of these pathologies is still under-explored, due to both…
A Contrastive Learning Approach to Mitigate Bias in Speech Models
Alkis Koudounas, Flavio Giobergia, Eliana Pastor +1
Speech models may be affected by performance imbalance in different population subgroups, raising concerns about fair treatment across these groups. Prior attempts to mitigate unfa…
Explaining Speech Classification Models via Word-Level Audio Segments and Paralinguistic Features
Eliana Pastor, Alkis Koudounas, Giuseppe Attanasio +2
Recent advances in eXplainable AI (XAI) have provided new insights into how models for vision, language, and tabular data operate. However, few approaches exist for understanding s…