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researcher

Stephen Cha

3 papers hereh-index 342 citations6 works total

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

author position
  • first author1
  • middle author2

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • cs.LG2
  • cs.CV1

identity via Semantic Scholar / OpenAlex

activity
20222024
most citedFine-Tuning the Retrieval Mechanism for Tabular Deep Learning

1 citations · 2 across the 3 of their papers we have counts for

collaborators

3 papers

cs.LG2024

Fine-tuned In-Context Learning Transformers are Excellent Tabular Data Classifiers

Felix den Breejen, Sangmin Bae, Stephen Cha +1

The recently introduced TabPFN pretrains an In-Context Learning (ICL) transformer on synthetic data to perform tabular data classification. In this work, we extend TabPFN to the fi…

cs.LG2023★ 1 cited

Fine-Tuning the Retrieval Mechanism for Tabular Deep Learning

Felix den Breejen, Sangmin Bae, Stephen Cha +3

While interests in tabular deep learning has significantly grown, conventional tree-based models still outperform deep learning methods. To narrow this performance gap, we explore…

cs.CV2022★ 1 cited

A Survey of Supernet Optimization and its Applications: Spatial and Temporal Optimization for Neural Architecture Search

Stephen Cha, Taehyeon Kim, Hayeon Lee +1

This survey focuses on categorizing and evaluating the methods of supernet optimization in the field of Neural Architecture Search (NAS). Supernet optimization involves training a…

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