Zixin Huang

ASTRA: Understanding the practical impact of robustness for probabilistic programs

We present the first systematic study of effectiveness of robustness transformations on a diverse set of 24 probabilistic programs representing generalized linear models, mixture models, and time-series models. We evaluate five robustness transformations from literature on each model. We quantify an…