StreamSplit: Continuous Audio Representation Learning via Uncertainty-Guided Adaptive Splitting

Minh K. Quan, Pubudu N. Pathirana

Large-batch Contrastive Learning (CL), the foundation of modern representation learning, is fundamentally incompatible with the volatile resource constraints of edge devices. This…