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researcher

Berfin Şimşek

2 papers here

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

author position
  • middle author2

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

fields
  • cs.LG1
  • stat.ML1

identity via Semantic Scholar / OpenAlex

most citedWeight-space symmetry in deep networks gives rise to permutation saddles, connected by equal-loss valleys across the loss landscape

17 citations · 17 across the 1 of their papers we have counts for

collaborators

2 papers

stat.ML2020

Implicit Regularization of Random Feature Models

Arthur Jacot, Berfin Şimşek, Francesco Spadaro +2

Random Feature (RF) models are used as efficient parametric approximations of kernel methods. We investigate, by means of random matrix theory, the connection between Gaussian RF m…

cs.LG2019★ 17 cited

Weight-space symmetry in deep networks gives rise to permutation saddles, connected by equal-loss valleys across the loss landscape

Johanni Brea, Berfin Simsek, Bernd Illing +1

The permutation symmetry of neurons in each layer of a deep neural network gives rise not only to multiple equivalent global minima of the loss function, but also to first-order sa…

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