**LEARNING MIXTURES MANY TASKS HAVE AN IMPLICIT HIERARCHY THAT INFORMS THEIR INTERACTION. RATHER THAN** predefining it <cite>[25,</cite> 11] , we enable our model to learn hierarchical relations by associating different tasks with different layers if this is beneficial for learning.