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Next generation reservoir computing.Nature communications, 12(1):5564, 2021

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quant-ph 1

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Robust Quantum Learning through Hamiltonian Reservoir Computing

quant-ph · 2026-07-09 · conditional · novelty 5.0

Hamiltonian-encoded quantum reservoir computing achieves ~98% MNIST accuracy with 5-6 qubits on both analog and digital platforms, with dissipation constructively suppressing scrambling at long times.

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  • Robust Quantum Learning through Hamiltonian Reservoir Computing quant-ph · 2026-07-09 · conditional · none · ref 10

    Hamiltonian-encoded quantum reservoir computing achieves ~98% MNIST accuracy with 5-6 qubits on both analog and digital platforms, with dissipation constructively suppressing scrambling at long times.