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John Douglas Owens

Department of Electrical and Computer Engineering, University of California, Davis, CA, USA

32 papers hereh-index 5117.2k citations192 works total

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

author position
  • middle author5
  • last author26

Across the 31 of 32 papers where every author was matched, so the position is known.

fields
  • cs.DC18
  • cs.GR4
  • cs.CG2
  • cs.CV2
  • cs.DS2
  • cs.LG2
affiliations
  • Department of Electrical and Computer Engineering, University of California, Davis, CA, USA
Homepage

identity via Semantic Scholar / OpenAlex

activity
20112023
most citedEnergy-based Out-of-distribution Detection

435 citations · 1.3k across the 28 of their papers we have counts for

collaborators
Showing cs.LGShow all

2 papers · 1 filter

cs.LG2022

Building a Performance Model for Deep Learning Recommendation Model Training on GPUs

Zhongyi Lin, Louis Feng, Ehsan K. Ardestani +5

We devise a performance model for GPU training of Deep Learning Recommendation Models (DLRM), whose GPU utilization is low compared to other well-optimized CV and NLP models. We sh…

cs.LG2020★ 435 cited

Energy-based Out-of-distribution Detection

Weitang Liu, Xiaoyun Wang, John D. Owens +1

Determining whether inputs are out-of-distribution (OOD) is an essential building block for safely deploying machine learning models in the open world. However, previous methods re…

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