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Jiakun LIU

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#software testing Open access Oct 2026

Mutation-based multi-agent test case update

Modern software systems evolve rapidly under CI/CD practices, where tests are critical for quality. However, substantial code changes often render existing test cases obsolete, causing pipeline disruptions, reduced productivity, and compromised quality. Recent automatic test update approaches leverage LLMs to refine te...

Dawei Tian, Jiakun LIU, Yun Peng et al. · 0 citations

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