Explainable Quantum Program Repair with Verifiable Proof Traces

Tingting Li, Ziming Zhao, Zhaoxuan Li, Jiongchi Yu, Xiaofei Yue, Jianwei Yin


Abstract
Large language models have recently advanced automated program repair, yet most existing approaches provide only post-hoc natural-language explanations that are neither executable nor verifiable. This limitation is especially critical for quantum programs, where correctness hinges on subtle semantic properties such as circuit equivalence and fidelity preservation. We propose Explainable Quantum Program Repair, a framework that couples repair generation with machine-checkable executable explanations. Given a buggy quantum circuit, a language model proposes candidate repairs together with structured transformation rationales, which are compiled into proof traces and validated using formal verification backends, including circuit equivalence checking, ZX-calculus reasoning, stabilizer analysis, and quantum simulation. Only repairs whose explanations are fully verified are accepted. Experiments on QASMBench with mutation-generated quantum program bugs demonstrate that our approach achieves competitive repair success while substantially improving semantic precision and explanation faithfulness over baselines that rely on unconstrained or purely natural-language explanations.
Anthology ID:
2026.findings-acl.1549
Volume:
Findings of the Association for Computational Linguistics: ACL 2026
Month:
July
Year:
2026
Address:
San Diego, California, United States
Editors:
Maria Liakata, Viviane P. Moreira, Jiajun Zhang, David Jurgens
Venue:
Findings
SIG:
Publisher:
Association for Computational Linguistics
Note:
Pages:
30985–30995
Language:
URL:
https://preview.aclanthology.org/ingest-acl/2026.findings-acl.1549/
DOI:
Bibkey:
Cite (ACL):
Tingting Li, Ziming Zhao, Zhaoxuan Li, Jiongchi Yu, Xiaofei Yue, and Jianwei Yin. 2026. Explainable Quantum Program Repair with Verifiable Proof Traces. In Findings of the Association for Computational Linguistics: ACL 2026, pages 30985–30995, San Diego, California, United States. Association for Computational Linguistics.
Cite (Informal):
Explainable Quantum Program Repair with Verifiable Proof Traces (Li et al., Findings 2026)
Copy Citation:
PDF:
https://preview.aclanthology.org/ingest-acl/2026.findings-acl.1549.pdf
Checklist:
 2026.findings-acl.1549.checklist.pdf