8 citations · 15 across the 4 of their papers we have counts for
6 papers
Modeling Black-Box Components with Probabilistic Synthesis
Bruce Collie, Jackson Woodruff, Michael F. P. O'Boyle
This paper is concerned with synthesizing programs based on black-box oracles: we are interested in the case where there exists an executable implementation of a component or libra…
M3: Semantic API Migrations
Bruce Collie, Philip Ginsbach, Jackson Woodruff +2
Library migration is a challenging problem, where most existing approaches rely on prior knowledge. This can be, for example, information derived from changelogs or statistical mod…
Retrofitting Symbolic Holes to LLVM IR
Bruce Collie, Michael O'Boyle
Symbolic holes are one of the fundamental building blocks of solver-aided and interactive programming. Unknown values can be soundly integrated into programs, and automated tools s…
Automatically Harnessing Sparse Acceleration
Philip Ginsbach, Bruce Collie, Michael F. P. O'Boyle
Sparse linear algebra is central to many scientific programs, yet compilers fail to optimize it well. High-performance libraries are available, but adoption costs are significant.…
Type-Directed Program Synthesis and Constraint Generation for Library Portability
Bruce Collie, Philip Ginsbach, Michael F. P. O'Boyle
Fast numerical libraries have been a cornerstone of scientific computing for decades, but this comes at a price. Programs may be tied to vendor specific software ecosystems resulti…
Augmenting Type Signatures for Program Synthesis
Bruce Collie, Michael O'Boyle
Effective program synthesis requires a way to minimise the number of candidate programs being searched. A type signature, for example, places some small restrictions on the structu…