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N. Ponomareva

14 papers hereh-index 171.3k citations61 works total

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

author position
  • first author3
  • middle author10
  • last author1

Across the 14 of 14 papers where every author was matched, so the position is known.

fields
  • cs.LG10
  • stat.ML2
  • cs.CL1
  • cs.RO1
same name
  • N. Ponomareva — 13 papers, h 8

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

activity
20172023
most citedHow to DP-fy ML: A Practical Guide to Machine Learning with Differential Privacy

157 citations · 233 across the 11 of their papers we have counts for

collaborators
Showing 2017Show all

2 papers · 1 filter

stat.ML2017

TF Boosted Trees: A scalable TensorFlow based framework for gradient boosting

Natalia Ponomareva, Soroush Radpour, Gilbert Hendry +4

TF Boosted Trees (TFBT) is a new open-sourced frame-work for the distributed training of gradient boosted trees. It is based on TensorFlow, and its distinguishing features include…

stat.ML2017

Compact Multi-Class Boosted Trees

Natalia Ponomareva, Thomas Colthurst, Gilbert Hendry +2

Gradient boosted decision trees are a popular machine learning technique, in part because of their ability to give good accuracy with small models. We describe two extensions to th…

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