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Author

Claire Le Goues

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Preprint Sep 2026

Faultless: A Program Equivalence Technique for Validating and Evaluating Neural Decompilers

Neural decompilers are machine learning models which perform the process of decompilation, lifting code from a lower-level language to a higher one. Neural decompilers offer substantial utility relative to traditional deterministic decompilers because they can probabilistically recover information discarded during lowe...

Luke Dramko, Claire Le Goues, Edward J. Schwartz · 0 citations
Preprint Sep 2026

The Case for Automated Hyperspecialization: Evidence from SAT

The software status quo is to use one system to process many different kinds of inputs. In contrast, we propose hyperspecialization: creating new software that is optimized for a single class of inputs. Hyperspecializing manually is anywhere from expensive to impossible. We conjecture that coding agents make automated...

Harrison Green, Claire Le Goues, Fraser Brown · 0 citations

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