Abstract: Cross-regional bird vocalization recognition (BVR) poses significant challenges due to spectral overlap, class imbalance, and domain shifts caused by ecological and acoustic variability.

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Ali Hussain has a background that consists of a career in finance with large financial institutions and in journalism covering business. Vikki Velasquez is a researcher and writer who has managed, ...