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Shuman Peng

2 papers hereh-index 257 citations6 works total

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

author position
  • first author2

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

fields
  • cs.LG2

identity via Semantic Scholar / OpenAlex

most citedCombining Domain-Specific Meta-Learners in the Parameter Space for Cross-Domain Few-Shot Classification

1 citations · 1 across the 2 of their papers we have counts for

collaborators

2 papers

cs.LG2024

Improving OOD Generalization of Pre-trained Encoders via Aligned Embedding-Space Ensembles

Shuman Peng, Arash Khoeini, Sharan Vaswani +1

The quality of self-supervised pre-trained embeddings on out-of-distribution (OOD) data is poor without fine-tuning. A straightforward and simple approach to improving the generali…

cs.LG2020★ 1 cited

Combining Domain-Specific Meta-Learners in the Parameter Space for Cross-Domain Few-Shot Classification

Shuman Peng, Weilian Song, Martin Ester

The goal of few-shot classification is to learn a model that can classify novel classes using only a few training examples. Despite the promising results shown by existing meta-lea…

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