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Julia Kempe

22 papers hereh-index 11567 citations26 works total

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

author position
  • middle author6
  • last author15

Across the 21 of 22 papers where every author was matched, so the position is known.

fields
  • cs.LG19
  • cs.AI1
  • cs.CV1
  • stat.ML1
same name
  • Julia Kempe — 9 papers, h 4
  • Julia Kempe — 4 papers, h 2
  • Julia Kempe — 1 paper

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
20232025
most citedA Tale of Tails: Model Collapse as a Change of Scaling Laws

39 citations · 54 across the 20 of their papers we have counts for

collaborators
Showing 2023Show all

3 papers · 1 filter

cs.CV2023

Discovering Galaxy Features via Dataset Distillation

Haowen Guan, Xuan Zhao, Zishi Wang +2

In many applications, Neural Nets (NNs) have classification performance on par or even exceeding human capacity. Moreover, it is likely that NNs leverage underlying features that m…

cs.LG2023

Embarassingly Simple Dataset Distillation

Yunzhen Feng, Ramakrishna Vedantam, Julia Kempe

Dataset distillation extracts a small set of synthetic training samples from a large dataset with the goal of achieving competitive performance on test data when trained on this sa…

cs.LG2023★ 2 cited

On the Robustness of Neural Collapse and the Neural Collapse of Robustness

Jingtong Su, Ya Shi Zhang, Nikolaos Tsilivis +1

Neural Collapse refers to the curious phenomenon in the end of training of a neural network, where feature vectors and classification weights converge to a very simple geometrical…

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