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I. Ellmen

3 papers hereh-index 576 citations11 works total

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

author position
  • first author2
  • middle author1

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

fields
  • cs.LG1
  • q-bio.BM1
  • q-bio.PE1

identity via Semantic Scholar / OpenAlex

activity
20232026
most citedEpiGeoPop: A Tool for Developing Spatially Accurate Country-level Epidemiological Models

1 citations · 1 across the 2 of their papers we have counts for

collaborators

3 papers

q-bio.BM2026

Correcting the Dropout-LayerNorm Expectation Gap Improves Protein Structure Models

Isaac Ellmen, David Errington, Matthew I. J. Raybould +1

Although E[dropout(x)]=x, here we show that E[LayerNorm(dropout(x))] is not equal to LayerNorm(x). Accordingly, the pa…

cs.LG2025

Transformers trained on proteins can learn to attend to Euclidean distance

Isaac Ellmen, Constantin Schneider, Matthew I. J. Raybould +1

While conventional Transformers generally operate on sequence data, they can be used in conjunction with structure models, typically SE(3)-invariant or equivariant graph neural net…

q-bio.PE2023★ 1 cited

EpiGeoPop: A Tool for Developing Spatially Accurate Country-level Epidemiological Models

Lara Herriott, Henriette L. Capel, Isaac Ellmen +7

Mathematical models play a crucial role in understanding the spread of infectious disease outbreaks and influencing policy decisions. These models aid pandemic preparedness by pred…

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