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Markus Heinonen

30 papers hereh-index 262.5k citations95 works total

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

author position
  • first author2
  • middle author25
  • last author3

Across the 30 of 30 papers where every author was matched, so the position is known.

fields
  • stat.ML14
  • cs.LG13
  • cs.CL1
  • cs.CV1
  • cs.RO1
same name
  • Markus Heinonen — 9 papers, h 3
  • Markus Heinonen — 8 papers, h 4
  • Markus Heinonen — 1 paper

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
20182024
most citedSample-efficient reinforcement learning using deep Gaussian processes

4 citations · 14 across the 10 of their papers we have counts for

collaborators
Showing cs.CVShow all

1 paper · 1 filter

cs.CV2024

Improving robustness to corruptions with multiplicative weight perturbations

Trung Trinh, Markus Heinonen, Luigi Acerbi +1

Deep neural networks (DNNs) excel on clean images but struggle with corrupted ones. Incorporating specific corruptions into the data augmentation pipeline can improve robustness to…

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