2 papers
cs.PL2026
Synthesizing Trajectory Queries from Examples
Stephen Mell, Favyen Bastani, Steve Zdancewic +1
Data scientists often need to write programs to process predictions of machine learning models, such as object detections and trajectories in video data. However, writing such quer…
cs.PL2026
Optimal Program Synthesis via Abstract Interpretation
Stephen Mell, Steve Zdancewic, Osbert Bastani
We consider the problem of synthesizing programs with numerical constants that optimize a quantitative objective, such as accuracy, over a set of input-output examples. We propose…