One Network Fits All? Modular versus Monolithic Task Formulations in Neural Networks

Atish Agarwala, Abhimanyu Das, Brendan Juba +4

Can deep learning solve multiple tasks simultaneously, even when they are unrelated and very different? We investigate how the representations of the underlying tasks affect the ab…