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Christopher Summerfield

2 papers hereh-index 475 citations12 works total

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

author position
  • middle author1
  • last author1

Across the 2 of 2 papers where every author was matched, so the position is known.

fields
  • cs.LG2
same name
  • Christopher Summerfield — 19 papers, h 7
  • Christopher Summerfield — 4 papers, h 3
  • Christopher Summerfield — 3 papers, h 4

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

collaborators

2 papers

cs.LG2026

Pretraining Curricula Enable Selective Fine-tuning

Sebastian A. Bruijns, Jirko Rubruck, Mia H. Whitefield +3

Transformers follow implicit curricula whereby some tasks are learned before others. However, how explicit pretraining curricula influence learning, generalization, and the selecti…

cs.LG2025

Flexible task abstractions emerge in linear networks with fast and bounded units

Kai Sandbrink, Jan P. Bauer, Alexandra M. Proca +3

Animals survive in dynamic environments changing at arbitrary timescales, but such data distribution shifts are a challenge to neural networks. To adapt to change, neural systems m…

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