Coherent Concepts, Robust Learning

摘要

We study learning scenarios in which multiple learners are ivolved and "nature" imposes some constraints that force the predictions of these learners to behave coherently. This is natural in cognitive learnign situations, where multiple learning problems co-exist but their predictions are constraiend to produce a valid sentence, image or any other domain representation.