Local Hamiltonian Problem with succinct ground state is MA-Complete
Jiaqing Jiang

TL;DR
This paper proves that determining the ground energy of a quantum system with a succinct classical description of its ground state is an MA-Complete problem, highlighting its computational complexity.
Contribution
It establishes the MA-Completeness of the local Hamiltonian problem with succinct ground states and introduces the concept of strong guided states.
Findings
The problem is MA-Complete for general, possibly non-stoquastic Hamiltonians.
Verification uses a fixed node quantum Monte Carlo protocol.
Conjecture that strong guided states also lead to MA-Complete problems.
Abstract
Finding the ground energy of a quantum system is a fundamental problem in condensed matter physics and quantum chemistry. Existing classical algorithms for tackling this problem often assume that the ground state has a succinct classical description, i.e. a poly-size classical circuit for computing the amplitude. Notable examples of succinct states encompass matrix product states, contractible projected entangled pair states, and states that can be represented by classical neural networks. We study the complexity of the local Hamiltonian problem with succinct ground state. We prove this problem is MA-Complete. The Hamiltonian we consider is general and might not be stoquastic. The MA verification protocol is based on the fixed node quantum Monte Carlo method, particularly the variant of the continuous-time Markov chain introduced by Bravyi et.al. [BCGL22]. Based on our work, we also…
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Taxonomy
TopicsMachine Learning in Materials Science · Quantum Computing Algorithms and Architecture · Markov Chains and Monte Carlo Methods
