Lower-Complexity Matrix Multiplication Algorithms
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FalconGEMM: Surpassing Hardware Peaks with Lower-Complexity Matrix Multiplication
arXiv:2605.06057v3 Announce Type: replace Abstract: Peak breaking Matrix Multiplication is a promising technique to improve the performance of DL, especially in LLM training and inference. We present FalconGEMM, a cross-platform framework that automates the deployment, optimization, and selection of Lower-Complexity Matrix Multiplication Algorithms (LCMAs) across diverse hardware. There are three key innovations: (1) a Deployment Module that enables portable execution across various hardware...