mlsanityData to 14 Oct 2026

Reachability Constraints in Variational Quantum Circuits: Optimization within Polynomial Group Module

arXiv 2604.13735 ↗First posted 15 Apr 2026quant-ph cs.CC cs.ETcited by 0

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Abstract (arXiv)

This work identifies a necessary condition for any variational quantum approach to reach the exact ground state. Briefly, the norms of the projections of the input and the ground state onto each group module must match, implying that module weights of the solution state have to be known in advance in order to reach the exact ground state. An exemplary case is provided by matchgate circuits applied to problems whose solutions are classical bit strings, since all computational basis states share the same module-wise weights. Combined with the known classical simulability of quantum circuits for which observables lie in a small linear subspace, this implies that certain problems admit a classical surrogate for exact solution with each step taking O(n5) time. The Maximum Cut problem serves as an illustrative example.

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References · 5

  1. 2014Adam: A Method for Stochastic Optimizationcited by 37,240
  2. 2018Supervised learning with quantum enhanced feature spacescited by 665
  3. 2018Barren plateaus in quantum neural network training landscapescited by 630
  4. 2024Barren Plateaus in Variational Quantum Computingcited by 133
  5. 2023Does provable absence of barren plateaus imply classical simulability?cited by 80

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