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P. Nobel

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#machine learning Preprint Sep 2026

GPU-Enabled Large-Scale Optimization Using Randomized Linear Algebra

This paper introduces rlaopt, a PyTorch-based package for large-scale optimization and scientific computing using randomized numerical linear algebra (RandNLA). Despite substantial progress in RandNLA-based algorithms, few implementations combine GPU acceleration with a simple interface for specifying optimization prob...

Pratik Rathore, Zachary Frangella, P. Nobel et al. · 0 citations

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