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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 2017Show all

2 papers · 1 filter

cs.AI2017★ 19 cited

The Intentional Unintentional Agent: Learning to Solve Many Continuous Control Tasks Simultaneously

Serkan Cabi, Sergio Gómez Colmenarejo, Matthew W. Hoffman +3

This paper introduces the Intentional Unintentional (IU) agent. This agent endows the deep deterministic policy gradients (DDPG) agent for continuous control with the ability to so…

cs.LG2017★ 108 cited

Learned Optimizers that Scale and Generalize

Olga Wichrowska, Niru Maheswaranathan, Matthew W. Hoffman +4

Learning to learn has emerged as an important direction for achieving artificial intelligence. Two of the primary barriers to its adoption are an inability to scale to larger probl…

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