Author

Youya Xu

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Preprint Jul 2026

Robust Quantum Learning through Hamiltonian Reservoir Computing

It is found that finite dissipation suppresses quantum-scrambling-induced instabilities at long evolution times and can enhance learning performance, revealing a constructive role for environmental coupling in stabilizing quantum learning dynamics.

Youya Xu, Chengyong Yu, Sanjib Ghosh · 0 citations