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researcher

Matthew D. Golub

2 papers hereh-index 162.6k citations28 works total

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

author position
  • middle author2

Across the 2 of 2 papers where every author was matched, so the position is known.

fields
  • cs.LG1
  • q-bio.NC1

identity via Semantic Scholar / OpenAlex

most citedUniversality and individuality in neural dynamics across large populations of recurrent networks

38 citations · 64 across the 2 of their papers we have counts for

collaborators

2 papers

q-bio.NC2019★ 38 cited

Universality and individuality in neural dynamics across large populations of recurrent networks

Niru Maheswaranathan, Alex H. Williams, Matthew D. Golub +2

Task-based modeling with recurrent neural networks (RNNs) has emerged as a popular way to infer the computational function of different brain regions. These models are quantitative…

cs.LG2019★ 26 cited

Reverse engineering recurrent networks for sentiment classification reveals line attractor dynamics

Niru Maheswaranathan, Alex Williams, Matthew D. Golub +2

Recurrent neural networks (RNNs) are a widely used tool for modeling sequential data, yet they are often treated as inscrutable black boxes. Given a trained recurrent network, we w…

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