2 papers
quant-ph2025
Robust quantum reservoir computers for forecasting chaotic dynamics: generalized synchronization and stability
Osama Ahmed, Felix Tennie, Luca Magri
We show that recurrent quantum reservoir computers (QRCs) and their recurrence-free architectures (RF-QRCs) are robust tools for learning and forecasting chaotic dynamics from time…
quant-ph2024
Prediction of chaotic dynamics and extreme events: A recurrence-free quantum reservoir computing approach
Osama Ahmed, Felix Tennie, Luca Magri
In chaotic dynamical systems, extreme events manifest in time series as unpredictable large-amplitude peaks. Although deterministic, extreme events appear seemingly randomly, which…