Ngoc Nhi Nguyen

Learning Depth-Structured Parameterizations for Efficient Optimisation of Deep Quantum Circuits

Parametrized quantum circuits (PQCs) form the computational backbone of variational quantum algorithms, yet their practical utility is increasingly constrained by optimisation failures as circuit depth grows. Gradient signals decay rapidly under standard random initialisation, and existing structured approaches abandon...