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Sparse Top-K routing can optimize expert specialization while controlling computational costs, reshaping our understanding of MoE architectures.
Regularizing model selection with a coding-theoretic approach reveals a new pathway to consistent performance even under complex dependencies and uncertainties.
FocalSE achieves superior speech enhancement by effectively separating noise features, outperforming existing methods in challenging acoustic conditions.
