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Quantum Reservoir Computing (QRC) exploits the information processingcapabilities of quantum systems to solve non-trivial temporal tasks, improvingover their classical counterparts. Recent progress has shown the potential ofQRC exploiting the enlarged Hilbert space, but real-time processing and theachievement of a quantum advantage with efficient use of resources areprominent challenges towards viable experimental realizations. In this work, wepropose a photonic platform suitable for real-time QRC based on a physicalensemble of reservoirs in the form of identical optical pulses recirculatingthrough a closed loop. While ideal operation achieves maximum capacities,statistical noise is shown to undermine a quantum advantage. We propose astrategy to overcome this limitation and sustain the QRC performance when thesize of the system is scaled up. The platform is conceived for experimentalimplementations to be viable with current technology.

Scalable photonic platform for real-time quantum reservoir computing