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Drews, Samuel ; Albarghouthi, Aws ; D'Antoni, Loris ( , International Conference on Computer Aided Verification)We consider the problem of synthesizing a program given a probabilistic specification of its desired behavior. Specifically, we study the recent paradigm of distribution-guided inductive synthesis (digits), which iteratively calls a synthesizer on finite sample sets from a given distribution. We make theoretical and algorithmic contributions: (i) We prove the surprising result that digits only requires a polynomial number of synthesizer calls in the size of the sample set, despite its ostensibly exponential behavior. (ii) We present a property-directed version of digits that further reduces the number of synthesizer calls, drastically improving synthesis performance on a range of benchmarks.
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Albarghouthi, Aws ; D'Antoni, Loris ; Drews, Samuel ; Nori, Aditya V. ( , Proceedings of the ACM on Programming Languages)
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Albarghouthi, Aws ; D'Antoni, Loris ; Drews, Samuel ( , Computer Aided Verification)