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.
Harnessing disordered-ensemble quantum dynamics for machine learning.Physical Review Applied, 8:024030, 2017
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Robust Quantum Learning through Hamiltonian Reservoir Computing
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.