Natarjan et al., IJCAI 2018 is one of the most ebullient papers from the Starling Lab (in my opinion, of course!). It formalizes a unique problem setting called Active Feature Elicitation. The task here is to select the best set of examples on whom the missing features can be queried actively. This blog post summarizes my understanding of that paper.