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Room embeddings can now be reliably estimated from reverberant speech with a calibrated uncertainty score, enabling selective prediction from just one utterance.
Attention maps from speaker recognition models reveal that GradCAM and LayerCAM excel under different conditions, challenging the one-size-fits-all approach in XAI.
Achieving efficient and precise audio editing with a compact model, this hybrid diffusion transformer outperforms existing methods on complex tasks involving overlapping audio events.