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March 22, 20260 citationsOpen Access

Constraint-Aware Variational Alternatives to QAOA for CL-QUBO Fault Tree Optimization: A Sensitivity Study Under Noiseless Statevector Screening

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DPDevin Peters

Abstract

This paper evaluates whether feasible-subspace-preserving variational circuit families can compete with the frozen QAOA+ baseline from Peters (2026) for Constraint-Level QUBO (CL-QUBO) fault tree minimal cut set identification. Six alternative constructions—an independently parameterized XX+YY generator family, a cost-phase-augmented variant, a transpiled-matched variant, a structure-ordered variant, an n = 6 restricted screen, and a warm-start variant—were tested against the QAOA+ comparator on a frozen pilot cohort of 14 reactor-scale fault tree subtrees (10 n = 6, 4 n = 8a instances) under noiseless statevector simulation with deterministic multi-restart optimization. The directly materialized family constructions passed feasible-subspace closure audits, and the screen-only variants inherited closure-qualified source families. These audits confirmed that the excitation-number-conserving XX+YY construction remained inside the intended fixed-Hamming-weight sector for the tested CL-QUBO instances. The failure mechanism is identified through per-instance analysis: the alternative families concentrate essentially all statevector probability (≈99.99%) on a single computational basis state that does not correspond to a minimal cut set, while QAOA+ distributes probability across the feasible subspace with sufficient structure to place MCS among the highest-ranked outcomes. The independently parameterized generator family lacks the problem-specific cost–mixer alternation that gives QAOA+ its concentration advantage, and adding a single cost phase layer does not rescue this deficit. The result is a disciplined negative finding: within the tested family definitions and frozen screening protocol, no approved alternative produced evidence strong enough to justify hardware execution. The contribution is a careful narrowing of the viable variational design space for CL-QUBO fault tree optimization, establishing that feasible-subspace preservation alone is insufficient for competitive MCS enrichment. Complete experimental artifacts with SHA-256 verification are provided.

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Devin Peters (2026) studied this question.

synapsesocial.com/papers/69bf393dc7b3c90b18b43870https://doi.org/10.5281/zenodo.19078571
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Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1Constraint-Aware Variational Alternatives to QAOA for CL-QUBO Fault Tree Optimization: A Sensitivity Study Under Noiseless Statevector Screening2026
  2. 2Audit-Ready Path Promotion for CL-QUBO Builder Families: A Benchmark, Comparison, and Freeze Decision for Fault Tree Minimal Cut Set Encodings2026
  3. 3QUBO-MCS Equivalence Framework: A Validation Methodology for Quantum Fault Tree Analysis2026
  4. 4Soft QUBO Formulations Do Not Reliably Preserve Fault Tree Semantics at Scale: An Exact Solver Comparison Study2026
  5. 5Constraint-Level QUBO Hardware Execution at the 5–8 Qubit Frontier: Resilience-Level Comparison on IBM Quantum Hardware for Reactor-Scale Fault Tree Subtrees2026