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Replacing standard residual connections with manifold-constrained hyper-connections boosts speaker recognition performance across multiple architectures.
Uncertainty estimates in speaker recognition can be dramatically improved by incorporating both inter- and intra-speaker dynamics, leading to more reliable embeddings.
Speaker recognition accuracy improves dramatically when leveraging a U-Net-based fusion of noisy and enhanced speech, coupled with a novel training strategy.