6 citations · 12 across the 5 of their papers we have counts for
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cs.LG2022★ 3 cited
A Classification of -invariant Shallow Neural Networks
Devanshu Agrawal, James Ostrowski
When trying to fit a deep neural network (DNN) to a -invariant target function with a group, it only makes sense to constrain the DNN to be -invariant as well. However, t…
cond-mat.stat-mech2022★ 2 cited
A Group-Equivariant Autoencoder for Identifying Spontaneously Broken Symmetries
Devanshu Agrawal, Adrian Del Maestro, Steven Johnston +1
We introduce the group-equivariant autoencoder (GE-autoencoder) -- a deep neural network (DNN) method that locates phase boundaries by determining which symmetries of the Hamiltoni…