When Quantum Meets Classical: Characterizing Hybrid Quantum-Classical Issues Discussed in Developer Forums
Jake Zappin, Trevor Stalnaker, Oscar Chaparro, Denys Poshyvanyk
Abstract
Recent advances in quantum computing have sparked excitement that this new computing paradigm could solve previously intractable problems. However, due to the faulty nature of current quantum hardware and quantum-intrinsic noise, the full potential of quantum computing is still years away. Hybrid quantum-classical computing has emerged as a possible compromise that achieves the best of both worlds. In this paper, we look at hybrid quantum-classical computing from a software engineering perspective and present the first empirical study focused on characterizing and evaluating recurrent issues faced by developers of hybrid quantum-classical applications. The study comprised a thorough analysis of 531 real-world issues faced by developers - including software faults, hardware failures, quantum library errors, and developer mistakes - documented in discussion threads from forums dedicated to quantum computing. By qualitatively analyzing such forum threads, we derive a comprehensive taxonomy of recurring issues in hybrid quantum-classical applications that can be used by both application and platform developers to improve the reliability of hybrid applications. The study considered how these recurring issues manifest and their causes, determining that hybrid applications are crash-dominant (74% of studied issues) and that errors were predominantly introduced by application developers (70% of issues). We conclude by identifying recurring obstacles for developers of hybrid applications and actionable recommendations to overcome them.
Ask about this paper
Your agent reads all of it.
Lune indexed this paper to the last equation, along with the top-tier papers that cite it. Ask a question and the answer quotes them.
Your agent calls
Luneget_paper_fulltext
Free to start. No credit card required.
Terminal
Install the CLIlune papers fulltext 2b784e64-b75c-4230-9ee2-4984cc266108Builds on1
Related papers
- Qonductor: A Cloud Orchestrator for Quantum ComputingEmmanouil Giortamis, Francisco Romão, Nathaniel Tornow, Dmitry Lugovoy et al.SC 2025 · 4 citations
- qTPU: Hybrid Tensor Networks for Quantum-Classical AccelerationNathaniel Tornow, Emmanouil Giortamis, Dennis Sprokholt, Christian Mendl et al.OSDI 2026 · 1 citation
- Analyzing Quantum Programs with LintQ: A Static Analysis Framework for QiskitMatteo Paltenghi, Michael PradelFSE 2024 · 19 citations
- Hybrid Path-Sums for Hybrid Quantum ProgramsChristophe Chareton, Jad Issa, Mathieu Nguyen, Nicolas Blanco et al.PLDI 2026
- Pattern-Based Generation and Adaptation of Quantum WorkflowsMartin Beisel, Johanna Barzen, Frank Leymann, Lavinia Stiliadou et al.ICSE 2025
