most citedFiMMIA: scaling semantic perturbation-based membership inference across modalities

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math.NA2026

Fast Differentiable SVD on GPU via Polar Decomposition

Uliana Parkina, Askar Tsyganov, Sergei Kudriashov +2

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 iter…