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researcher

C. Sanford

16 papers hereh-index 9486 citations21 works total

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

author position
  • first author6
  • middle author9
  • last author1

Across the 16 of 16 papers where every author was matched, so the position is known.

fields
  • cs.LG12
  • cs.SD1
  • math.DS1
  • physics.ao-ph1
  • stat.ML1

identity via Semantic Scholar / OpenAlex

activity
20182026
most citedRepresentational Strengths and Limitations of Transformers

13 citations · 35 across the 15 of their papers we have counts for

collaborators
Showing 2023Show all

1 paper · 1 filter

cs.LG2023★ 13 cited

Representational Strengths and Limitations of Transformers

Clayton Sanford, Daniel Hsu, Matus Telgarsky

Attention layers, as commonly used in transformers, form the backbone of modern deep learning, yet there is no mathematical description of their benefits and deficiencies as compar…

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