Aditya Raj

Photonic quantum reservoir computing on real financial surfaces: identifying the structural ceiling of near-random-walk data

Quantum machine learning is increasingly proposed for financial time series, yet practitioners have no way to predict whether quantum reservoir computing (QRC) will outperform classical baselines on a given dataset before committing resources. We propose a pre-experimental screening framework, built on persistence R2...