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Nathaniel Woodward

4 papers hereh-index 241 citations5 works total

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

author position
  • first author1
  • middle author1
  • last author1

Across the 3 of 4 papers where every author was matched, so the position is known.

fields
  • cs.LG2
  • hep-ph2

identity via Semantic Scholar / OpenAlex

activity
20242026
most citedRe-Simulation-based Self-Supervised Learning for Pre-Training Foundation Models

17 citations · 18 across the 3 of their papers we have counts for

collaborators
Showing hep-phShow all

2 papers · 1 filter

hep-ph2024★ 1 cited

Product Manifold Machine Learning for Physics

Nathaniel S. Woodward, Sang Eon Park, Gaia Grosso +2

Physical data are representations of the fundamental laws governing the Universe, hiding complex compositional structures often well captured by hierarchical graphs. Hyperbolic spa…

hep-ph2024★ 17 cited

Re-Simulation-based Self-Supervised Learning for Pre-Training Foundation Models

Philip Harris, Michael Kagan, Jeffrey Krupa +2

Self-Supervised Learning (SSL) is at the core of training modern large machine learning models, providing a scheme for learning powerful representations that can be used in a varie…

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