2026
AirWino: Optimized Winograd Convolution for Accelerating CNN Inference on ARMv8 Processors
AAAI 2026technical
As Convolutional Neural Networks (CNNs) continue to gain traction in deep learning, Winograd convolution has emerged as a key algorithm to enhance computational efficiency. Although ARM-based CPUs are increasingly prevalent in mobile devices, embedded systems and HPC servers, existing 2D Winograd co