Two papers propose active learning for bioacoustic event classification to reduce…

Greedy Volume Maximization selects diverse gradient embeddings, while Adaptive Diversity-Uncertainty balances diversity and uncertainty with redundancy control. Both methods aim to reduce expert annotation in large-scale bioacoustic monitoring.