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S. Urata

5 papers hereh-index 252.1k citations127 works total

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

author position
  • sole author1
  • middle author4

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

fields
  • cond-mat.mtrl-sci3
  • cond-mat.soft1
  • cs.LG1

identity via Semantic Scholar / OpenAlex

activity
20192023
most citedSingle-model uncertainty quantification in neural network potentials does not consistently outperform model ensembles

94 citations · 131 across the 5 of their papers we have counts for

collaborators
Showing 2023Show all

2 papers · 1 filter

cond-mat.mtrl-sci2023

Microscopic mechanism of structural and volume relaxation below glass transition temperature in a soda-lime silicate glass revealed by Raman spectroscopy and its first principle calculations

Taisuke Suzuki, Yuya Hamada, Masahiro Shimizu +3

To elucidate the atomistic origin of volume relaxation in soda-lime silicate glass annealed below the glass transition temperature (Tg), the experimental and calculated Raman spect…

cs.LG2023★ 94 cited

Single-model uncertainty quantification in neural network potentials does not consistently outperform model ensembles

Aik Rui Tan, Shingo Urata, Samuel Goldman +2

Neural networks (NNs) often assign high confidence to their predictions, even for points far out-of-distribution, making uncertainty quantification (UQ) a challenge. When they are…

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