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Mark Collier

23 papers hereh-index 134.8k citations30 works total

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

author position
  • first author11
  • middle author11

Across the 22 of 23 papers where every author was matched, so the position is known.

fields
  • cs.LG15
  • cs.CV7
  • stat.ML1

identity via Semantic Scholar / OpenAlex

activity
20182025
most citedScaling Vision Transformers to 22 Billion Parameters

118 citations · 229 across the 23 of their papers we have counts for

collaborators
Showing 2023 · cs.CVShow all

3 papers · 2 filters

cs.CV2023

Informative Priors Improve the Reliability of Multimodal Clinical Data Classification

L. Julian Lechuga Lopez, Tim G. J. Rudner, Farah E. Shamout

Machine learning-aided clinical decision support has the potential to significantly improve patient care. However, existing efforts in this domain for principled quantification of…

cs.CV2023★ 4 cited

Three Towers: Flexible Contrastive Learning with Pretrained Image Models

Jannik Kossen, Mark Collier, Basil Mustafa +7

We introduce Three Towers (3T), a flexible method to improve the contrastive learning of vision-language models by incorporating pretrained image classifiers. While contrastive mod…

cs.CV2023★ 118 cited

Scaling Vision Transformers to 22 Billion Parameters

Mostafa Dehghani, Josip Djolonga, Basil Mustafa +39

The scaling of Transformers has driven breakthrough capabilities for language models. At present, the largest large language models (LLMs) contain upwards of 100B parameters. Visio…

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