58 citations · 255 across the 13 of their papers we have counts for
Showing 2020Show all
2 papers · 1 filter
cs.LG2020★ 4 cited
The geometry of integration in text classification RNNs
Kyle Aitken, Vinay V. Ramasesh, Ankush Garg +3
Despite the widespread application of recurrent neural networks (RNNs) across a variety of tasks, a unified understanding of how RNNs solve these tasks remains elusive. In particul…
cs.LG2020★ 8 cited
On the asymptotics of wide networks with polynomial activations
Kyle Aitken, Guy Gur-Ari
We consider an existing conjecture addressing the asymptotic behavior of neural networks in the large width limit. The results that follow from this conjecture include tight bounds…