The transformation of our input vector x into a shared hidden layer h S is described by Equation 3: • Partially shared network (PSN): A subset of hidden layers is shared among the tasks; each task has at least one private hidden layer and a separate output layer.
a layer h X which is shared between the main task and the auxiliary task is split into two subspaces: a shared subspace h X S and a private subspace h X P .