Develops analytical first-derivative theory for MC-VQE+AIEM via relaxed density matrices and decoupled response equations, demonstrated in quantum circuit simulations of adiabatic excited-state dynamics.
Classical AIEM Gradient Stage
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Hybrid Quantum/Classical Derivative Theory: Analytical Gradients and Excited-State Dynamics for the Multistate Contracted Variational Quantum Eigensolver
Develops analytical first-derivative theory for MC-VQE+AIEM via relaxed density matrices and decoupled response equations, demonstrated in quantum circuit simulations of adiabatic excited-state dynamics.