Quantum-Efficient Convolution through Sparse Matrix Encoding and Low-Depth Inner Product Circuits

Mohammad Rasoul Roshanshah, Payman Kazemikhah, Hossein Aghababa

Convolution operations are foundational to classical image processing and modern deep learning architectures, yet their extension into the quantum domain has remained algorithmical…