48 citations · 110 across the 12 of their papers we have counts for
4 papers · 1 filter
Spin-Network Quantum Reservoir Computing with Distributed Inputs: The Role of Entanglement
Sareh Askari, Youssef Kora, Christoph Simon
Reservoir computing is a promising neuromorphic paradigm, and its quantum implementation using spin networks has shown some advantage when entanglement is present. Here, we conside…
The Role of Entanglement in Quantum Reservoir Computing with Coupled Kerr Nonlinear Oscillators
Ali Karimi, Hadi Zadeh-Haghighi, Youssef Kora +1
Quantum Reservoir Computing (QRC) uses quantum dynamics to efficiently process temporal data. In this work, we investigate a QRC framework based on two coupled Kerr nonlinear oscil…
Quantumness can enhance resilience to statistical noise in spin-network quantum reservoir computing
Youssef Kora, Christoph Simon
Quantum reservoir computing offers a promising approach to the utilization of complex quantum dynamics in machine learning. Statistical noise inevitably arises in real settings of…
Frequency- and dissipation-dependent entanglement advantage in spin-network Quantum Reservoir Computing
Youssef Kora, Hadi Zadeh-Haghighi, Terrence C Stewart +2
We study the performance of an Ising spin network for quantum reservoir computing (QRC) in linear and non-linear memory tasks. We investigate the extent to which quantumness enhanc…