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Author

Talank Baral

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Book Open access Oct 2026

TDRepro: A Neurosymbolic Approach to Reproducing Timing-Dependent Flaky Test Failures

TDRepro is presented, an automated approach that leverages large-language models (LLMs) and program analysis to efficiently reproduce TD-test failures and achieves more reliable reproduction, with 55 tests reaching a failure reproduction rate of >99%, compared with 30 tests for FlakeRake.

Shanto Rahman, Talank Baral, August Shi et al. · 0 citations
Jul 2026

Test Coverage Analysis of Agentic Pull Requests

Analysis of agent-generated PRs from the AIDev dataset studies how often agents include test changes and how well covered are code changes by existing and agent-written tests, finding error-handling constructs are the most consistently under-tested.

A. Dipongkor, Talank Baral, Wing Lam et al. · 0 citations

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