2 papers
quant-ph2026
Quantum optical shallow networks
Simone Roncallo, Angela Rosy Morgillo, Seth Lloyd +2
Classical shallow networks are universal approximators. Given a sufficient number of neurons, they can reproduce any continuous function to arbitrary precision, with a resource cos…
quant-ph2025
Detecting Markovianity of Quantum Processes via Recurrent Neural Networks
Angela Rosy Morgillo, Massimiliano F. Sacchi, Chiara Macchiavello
We present a novel methodology utilizing Recurrent Neural Networks (RNNs) to classify Markovian and non-Markovian quantum processes, leveraging time series data derived from Choi s…