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Muhammad Umer

4 papers hereh-index 6133 citations11 works total

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

author position
  • middle author4

Across the 4 of 4 papers where every author was matched, so the position is known.

fields
  • cs.LG3
  • cs.AI1
same name
  • Muhammad Umer — 21 papers, h 8
  • Muhammad Umer — 5 papers, h 2

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
Showing cs.AIShow all

1 paper · 1 filter

cs.AI2026

Small Models Scout Bottleneck Order for Large-Model Data Control

Seungmin Choi, Jiwon Sung, Muhammad Umer +4

Small proxy models are commonly used to identify data mixtures for larger-scale training. We ask whether their training trajectories reveal another transferable structure: the orde…

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