Parameter-Efficient Continuous-Variable Photonic Quantum Neural Networks for Edge Quantum AI: Demonstration in Oral Cancer Detection

Exploring Parameter-Efficient Continuous-Variable Photonic Quantum Neural Networks for Edge Quantum AI helps meet the demand for lightweight models suitable for smartphone-based screening under edge-hardware constraints.

Early detection of oral cancer markedly improves clinical outcomes, yet specialized diagnostic tools remain scarce in low-resource settings. Smartphone-based screening is a scalable alternative but needs lightweight models that run within edge-hardware constraints. Hybrid…