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researcher

Toni Karvonen

9 papers hereh-index 213 citations9 works total

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

author position
  • first author1
  • middle author6
  • last author2

Across the 9 of 9 papers where every author was matched, so the position is known.

fields
  • stat.ML4
  • cs.LG2
  • eess.SY1
  • math.ST1
  • stat.ME1
same name
  • Toni Karvonen — 6 papers, h 3
  • Toni Karvonen — 4 papers, h 3

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
20232026
most citedComparing Scale Parameter Estimators for Gaussian Process Interpolation with the Brownian Motion Prior: Leave-One-Out Cross Validation and Maximum Likelihood

3 citations · 3 across the 9 of their papers we have counts for

collaborators
Showing eess.SYShow all

1 paper · 1 filter

eess.SY2026

Safe learning-based control via function-based uncertainty quantification

Abdullah Tokmak, Toni Karvonen, Thomas B. Schön +1

Uncertainty quantification is essential when deploying learning-based control methods in safety-critical systems. This is commonly realized by constructing uncertainty tubes that e…

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