James Ostrowski

activity

20202023

most citedParameter Transfer for Quantum Approximate Optimization of Weighted MaxCut

96 citations · 207 across the 13 of their papers we have counts for

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cs.LG2023

Densely Connected $G$ -invariant Deep Neural Networks with Signed Permutation Representations

Devanshu Agrawal, James Ostrowski

We introduce and investigate, for finite groups $G$ , $G$ -invariant deep neural network ( $G$ -DNN) architectures with ReLU activation that are densely connected-- i.e., include all p…

cs.LG2022★ 3 cited

A Classification of $G$ -invariant Shallow Neural Networks

Devanshu Agrawal, James Ostrowski

When trying to fit a deep neural network (DNN) to a $G$ -invariant target function with $G$ a group, it only makes sense to constrain the DNN to be $G$ -invariant as well. However, t…

Densely Connected G-invariant Deep Neural Networks with Signed Permutation Representations

A Classification of G-invariant Shallow Neural Networks

Densely Connected $G$ -invariant Deep Neural Networks with Signed Permutation Representations

A Classification of $G$ -invariant Shallow Neural Networks