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Alex H. Williams

10 papers hereh-index 192.1k citations51 works total

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

author position
  • sole author1
  • first author3
  • middle author3
  • last author3

Across the 10 of 10 papers where every author was matched, so the position is known.

fields
  • cs.LG3
  • stat.ML3
  • q-bio.NC2
  • stat.AP1
  • stat.ME1
same name
  • Alex H. Williams — 12 papers, h 7
  • Alex H. Williams — 2 papers, h 5

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

activity
20192026
most citedUniversality and individuality in neural dynamics across large populations of recurrent networks

38 citations · 110 across the 9 of their papers we have counts for

collaborators
Showing cs.LGShow all

3 papers · 1 filter

cs.LG2022★ 10 cited

Representational dissimilarity metric spaces for stochastic neural networks

Lyndon R. Duong, Jingyang Zhou, Josue Nassar +3

Quantifying similarity between neural representations -- e.g. hidden layer activation vectors -- is a perennial problem in deep learning and neuroscience research. Existing methods…

cs.LG2019★ 4 cited

Fast Convolutive Nonnegative Matrix Factorization Through Coordinate and Block Coordinate Updates

Anthony Degleris, Ben Antin, Surya Ganguli +1

Identifying recurring patterns in high-dimensional time series data is an important problem in many scientific domains. A popular model to achieve this is convolutive nonnegative m…

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.