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Kyle Janse van Rensburg

2 papers hereh-index 00 citations0 works total

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  • eess.AS2

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eess.AS2026

Interpreting Content and Speaker Characteristics in Factorised Self-Supervised Subspaces

Kyle Janse van Rensburg, Herman Kamper, Benjamin van Niekerk

Self-supervised speech features encode both content and speaker information. Recent work introduced an SVD-based factorisation method that decomposes these features into a shared c…

eess.AS2026

Interpreting Speaker Characteristics in the Dimensions of Self-Supervised Speech Features

Kyle Janse van Rensburg, Benjamin van Niekerk, Herman Kamper

How do speech models trained through self-supervised learning structure their representations? Previous studies have looked at how information is encoded in feature vectors across…

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