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cs.DC2026
Flash-SD-KDE: Accelerating SD-KDE with Tensor Cores
Elliot L. Epstein, Rajat Vadiraj Dwaraknath, John Winnicki
Score-debiased kernel density estimation (SD-KDE) achieves improved asymptotic convergence rates over classical KDE, but its use of an empirical score has made it significantly slo…
cs.DC2026
FlashSketch: Sketch-Kernel Co-Design for Fast Sparse Sketching on GPUs
Rajat Vadiraj Dwaraknath, Sungyoon Kim, Mert Pilanci
Sparse sketches such as the sparse Johnson-Lindenstrauss transform are a core primitive in randomized numerical linear algebra because they leverage random sparsity to reduce the a…