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researcher

Gregory W. Benton

8 papers hereh-index 7436 citations9 works total

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

author position
  • first author5
  • middle author3

Across the 8 of 8 papers where every author was matched, so the position is known.

fields
  • cs.LG8

identity via Semantic Scholar / OpenAlex

activity
20192022
most citedRethinking Parameter Counting in Deep Models: Effective Dimensionality Revisited

28 citations · 92 across the 8 of their papers we have counts for

collaborators
Showing 2021Show all

2 papers · 1 filter

cs.LG2021★ 3 cited

Residual Pathway Priors for Soft Equivariance Constraints

Marc Finzi, Gregory Benton, Andrew Gordon Wilson

There is often a trade-off between building deep learning systems that are expressive enough to capture the nuances of the reality, and having the right inductive biases for effici…

cs.LG2021★ 4 cited

Loss Surface Simplexes for Mode Connecting Volumes and Fast Ensembling

Gregory W. Benton, Wesley J. Maddox, Sanae Lotfi +1

With a better understanding of the loss surfaces for multilayer networks, we can build more robust and accurate training procedures. Recently it was discovered that independently t…

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