Virasone Manibod

Constrained Sequential Inference in Machine Learning Using Constraint Programming

Sequence models in machine learning often struggle to exhibit long-term structure. We consider this problem at inference time in the context of enforcing constraints that are not necessarily featured in the dataset on which the generative model was trained. The difficulty lies in imposing previously