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researcher

J. Peurifoy

4 papers hereh-index 71.3k citations10 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author1
  • middle author3

Across the 4 of 4 papers where every author was matched, so the position is known.

fields
  • cs.LG3
  • physics.comp-ph1

identity via Semantic Scholar / OpenAlex

activity
20162018
most citedTunable Efficient Unitary Neural Networks (EUNN) and their application to RNNs

89 citations · 116 across the 4 of their papers we have counts for

collaborators
Showing 2017Show all

2 papers · 1 filter

physics.comp-ph2017★ 1 cited

Nanophotonic Particle Simulation and Inverse Design Using Artificial Neural Networks

John Peurifoy, Yichen Shen, Li Jing +6

We propose a method to use artificial neural networks to approximate light scattering by multilayer nanoparticles. We find the network needs to be trained on only a small sampling…

cs.LG2017★ 14 cited

Gated Orthogonal Recurrent Units: On Learning to Forget

Li Jing, Caglar Gulcehre, John Peurifoy +4

We present a novel recurrent neural network (RNN) based model that combines the remembering ability of unitary RNNs with the ability of gated RNNs to effectively forget redundant/i…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.