Trace-Bisimulation Equivalence for Regression Detection in Non Deterministic Code-Generating Analytics Agents

Authors

  • Ravi Chandra Chodisetti

Keywords:

Bisimulation Equivalence, Code-Generating Analytics Agents, Regression Testing, Analytical Dataflow Graphs, Non-Deterministic Program Equivalence

Abstract

Code-generating analytics agents, systems that translate natural language queries into executable analyticalprograms, have become essential components of enterprise data infrastructure. However, their non deterministic nature, producing structurally different but semantically equivalent programs across runs,renders conventional regression testing methods unreliable

References

Mark Chen et al., "Evaluating Large Language Models Trained on Code," arXiv preprint, 2021. Available: https://arxiv.org/pdf/2107.03374

Yujia Li et al., "Competition-Level Code Generation with AlphaCode," Science, 2022. Available: https://www.science.org/doi/10.1126/science.abq1158

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Published

2026-05-19

How to Cite

Ravi Chandra Chodisetti. (2026). Trace-Bisimulation Equivalence for Regression Detection in Non Deterministic Code-Generating Analytics Agents . Journal of Computational Analysis and Applications (JoCAAA), 35(5), 171–182. Retrieved from https://eudoxuspress.com/index.php/pub/article/view/5473

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Section

Articles