SparseDitto: Customizing GPU Kernels for Different Sparsity Patterns with LLM-Based Agentic System

Shiyang Li, Guangyan Sun, Jinwei Tang +3

Sparse matrix kernels are fundamental to scientific computing, graph analytics, and machine learning. Their GPU performance depends strongly on the input sparsity pattern and execu…