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researcher

S. Stanton

5 papers here

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

author position
  • first author1
  • middle author4

Across the 5 of 5 papers where every author was matched, so the position is known.

fields
  • cs.LG3
  • stat.ML2

identity via Semantic Scholar / OpenAlex

activity
20202022
most citedDeconstructing the Inductive Biases of Hamiltonian Neural Networks

14 citations · 26 across the 4 of their papers we have counts for

collaborators
Showing stat.MLShow all

2 papers · 1 filter

stat.ML2021★ 4 cited

Kernel Interpolation for Scalable Online Gaussian Processes

Samuel Stanton, Wesley J. Maddox, Ian Delbridge +1

Gaussian processes (GPs) provide a gold standard for performance in online settings, such as sample-efficient control and black box optimization, where we need to update a posterio…

stat.ML2020

Generalizing Convolutional Neural Networks for Equivariance to Lie Groups on Arbitrary Continuous Data

Marc Finzi, Samuel Stanton, Pavel Izmailov +1

The translation equivariance of convolutional layers enables convolutional neural networks to generalize well on image problems. While translation equivariance provides a powerful…

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