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researcher

Matthew W. Hoffman

21 papers hereh-index 225.6k citations33 works total

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

author position
  • first author1
  • middle author18
  • last author1

Across the 20 of 21 papers where every author was matched, so the position is known.

fields
  • cs.LG11
  • stat.ML6
  • cs.NE2
  • cs.AI1
  • cs.CV1

identity via Semantic Scholar / OpenAlex

activity
20132026
most citedPredictive Entropy Search for Efficient Global Optimization of Black-box Functions

398 citations · 1.7k across the 20 of their papers we have counts for

collaborators
Showing 2016 · stat.MLShow all

1 paper · 2 filters

stat.ML2016★ 174 cited

Learning to Learn without Gradient Descent by Gradient Descent

Yutian Chen, Matthew W. Hoffman, Sergio Gomez Colmenarejo +4

We learn recurrent neural network optimizers trained on simple synthetic functions by gradient descent. We show that these learned optimizers exhibit a remarkable degree of transfe…

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