State Space Models for Bioacoustics: A Comparative Evaluation with Transformers

Chengyu Tang, Sanjeev Baskiyar

In this study, we evaluate the efficacy of the Mamba architecture bioacoustics by introducing BioMamba, a Mamba-based audio representation model for wildlife sounds. We pre-train a…