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Saikat Dutta

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#reinforcement learning Open access Oct 2026

A Closer Look at the Use of Reinforcement Learning for Speeding Up Runtime Verification of Software Tests (Experience Paper)

Runtime verification (RV) found many bugs by monitoring passing tests against formal specifications (specs), but it is slow. A recent work, Valg, used reinforcement learning (RL) to speed up RV by up to 551.5x or 27 hours. Valg aims to probabilistically monitor most unique traces—sequences of spec-related events like m...

Shinhae Kim, Saikat Dutta, Owolabi Legunsen · 0 citations

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