Author

Sergei Kudriashov

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#machine learning Preprint Sep 2026

Fast Differentiable SVD on GPU via Polar Decomposition

We present a fully GPU-oriented SVD pipeline based on polar decomposition, motivated by iterative methods that rely solely on matrix multiplications, such as the Newton-Schulz iteration. We show that this approach enables up to a $2\times$ speedup compared to standard implementations. Furthermore, we derive a numerical...

Uliana Parkina, Askar Tsyganov, Sergei Kudriashov et al. · 0 citations