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researcher

Jianyu Lin

4 papers hereh-index 13 citations5 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.LG1
  • math.OC1
  • stat.ME1
  • stat.ML1
same name
  • Jianyu Lin — 12 papers, h 13

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

activity
20232026
collaborators
Showing cs.LGShow all

1 paper · 1 filter

cs.LG2026

SIGMA: Scalable Spectral Insights for LLM Model Collapse

Yi Gu, Lingyou Pang, Xiangkun Ye +4

The rapid adoption of synthetic data for training Large Language Models (LLMs) has introduced the technical challenge of "model collapse"-a degenerative process where recursive tra…

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