Double-bracket quantum algorithms for quantum imaginary-time evolution
arXiv:2412.04554 · doi:10.1103/rw81-k8vk
Abstract
Efficiently preparing approximate ground-states of large, strongly correlated systems on quantum hardware is challenging and yet nature is innately adept at this. This has motivated the study of thermodynamically inspired approaches to ground-state preparation that aim to replicate cooling processes via imaginary-time evolution. However, synthesizing quantum circuits that efficiently implement imaginary-time evolution is itself difficult, with prior proposals generally adopting heuristic variational approaches or using deep block encodings. Here, we use the insight that quantum imaginary-time evolution is a solution of Brockett's double-bracket flow and synthesize circuits that implement double-bracket flows coherently on the quantum computer. We prove that our Double-Bracket Quantum Imaginary-Time Evolution (DB-QITE) algorithm inherits the cooling guarantees of imaginary-time evolution. Concretely, each step is guaranteed to i) decrease the energy of an initial approximate ground-state by an amount proportion to the energy fluctuations of the initial state and ii) increase the fidelity with the ground-state. We provide gate counts for DB-QITE through numerical simulations in Qrisp which demonstrate scenarios where DB-QITE outperforms quantum phase estimation. Thus DB-QITE provides a means to systematically improve the approximation of a ground-state using shallow circuits.
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Cited by in corpus (4)
- Double-Bracket Master Equations: Phase-Space Representation and Classical Limit
- Adaptive time Compressed QITE (ACQ) and its geometrical interpretation
- Quantum Imaginary-Time Evolution with Polynomial Resources in Evolution Time
- Double-bracket quantum algorithms for high-fidelity ground state preparation