Pranauv Muthuraman

Parameter Efficiency of Variational Quantum Circuits in Image Classification: The Role of Circuit Depth

The practical value of quantum machine learning must be derived from efficiency rather than scale, as current NISQ processors support only small, shallow circuits. This paper evaluated whether variational quantum circuits (VQCs) can reduce the trainable parameter count in an imag...