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.