5 citations · 16 across the 13 of their papers we have counts for
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cs.LG2021★ 2 cited
Provable Hierarchical Lifelong Learning with a Sketch-based Modular Architecture
Zihao Deng, Zee Fryer, Brendan Juba +2
We propose a modular architecture for the lifelong learning of hierarchically structured tasks. Specifically, we prove that our architecture is theoretically able to learn tasks th…
cs.LG2021
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…