Author

Jingyi Zhang

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Preprint Aug 2026

Adaptive Matrix Multiplication for Dynamic Shapes on Ascend NPUs

Matrix Multiplication (MatMul) faces a"generalization crisis"driven by highly dynamic tensor shapes. This crisis is particularly acute on Ascend NPUs, where explicitly controlled architectures and strict physical constraints render existing GPU-centric optimizations ineffective. To resolve this, we propose AdaptCore, a...

Yuhang Zhou, Jianglan Peng, Qian-Yu Jiang et al. · 0 citations