The Conference on Artificial Intelligence is one of the two leading conferences on artificial intelligence. The Thirty-First edition of the conference will be held in San Francisco, California, USA, from February 4–9, 2017. With research on artificial intelligence growing substantially in the recent years, this year had a record-number of 2590 submissions. The acceptance rate was below 25%. The Algorithm Engineering group contributes the following three papers: