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Emily Fertig

6 papers hereh-index 83.6k citations17 works total

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

author position
  • first author1
  • middle author5

Across the 6 of 6 papers where every author was matched, so the position is known.

fields
  • cs.LG3
  • stat.ML3

identity via Semantic Scholar / OpenAlex

activity
20182024
most citedCan You Trust Your Model's Uncertainty? Evaluating Predictive Uncertainty Under Dataset Shift

924 citations · 938 across the 6 of their papers we have counts for

collaborators
Showing cs.LGShow all

3 papers · 1 filter

cs.LG2024

The Vizier Gaussian Process Bandit Algorithm

Xingyou Song, Qiuyi Zhang, Chansoo Lee +8

Google Vizier has performed millions of optimizations and accelerated numerous research and production systems at Google, demonstrating the success of Bayesian optimization as a la…

cs.LG2019★ 3 cited

Dueling Decoders: Regularizing Variational Autoencoder Latent Spaces

Bryan Seybold, Emily Fertig, Alex Alemi +1

Variational autoencoders learn unsupervised data representations, but these models frequently converge to minima that fail to preserve meaningful semantic information. For example,…

cs.LG2018★ 2 cited

β-VAEs can retain label information even at high compression

Emily Fertig, Aryan Arbabi, Alexander A. Alemi

In this paper, we investigate the degree to which the encoding of a β-VAE captures label information across multiple architectures on Binary Static MNIST and Omniglot. Even thoug…

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