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Gokul Karthik Kumar

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#machine learning Preprint Aug 2026

DataKernelBench: Can LLMs Optimize Database Queries on GPUs?

DataKernelBench is introduced, which translates SQL into validated PyTorch TorchPlan programs and evaluates LLMs that optimize either the core tensor-bounded snippet or the full query in CUDA or Triton through execution-guided repair and finds that higher-performing implementations commonly use kernel fusion and execut...

Gokul Karthik Kumar, Yotam Perlitz, Corey Lammie et al. · 1 citation