3 papers
quant-ph2026
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…
quant-ph2026
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…
quant-ph2025
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…