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Stefania Petra

21 papers hereh-index 14706 citations73 works total

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

author position
  • first author3
  • middle author16
  • last author2

Across the 21 of 21 papers where every author was matched, so the position is known.

fields
  • math.NA6
  • math.OC5
  • cs.LG3
  • stat.ML3
  • cs.CV2
  • math.DS2

identity via Semantic Scholar / OpenAlex

activity
20122026
most citedImage Labeling by Assignment

56 citations · 99 across the 19 of their papers we have counts for

collaborators
Showing 2024Show all

3 papers · 1 filter

math.DS2024

Sigma Flows for Image and Data Labeling and Learning Structured Prediction

Jonas Cassel, Bastian Boll, Stefania Petra +2

This paper introduces the sigma flow model for the prediction of structured labelings of data observed on Riemannian manifolds, including Euclidean image domains as special case. T…

stat.ML2024

Generative Assignment Flows for Representing and Learning Joint Distributions of Discrete Data

Bastian Boll, Daniel Gonzalez-Alvarado, Stefania Petra +1

We introduce a novel generative model for the representation of joint probability distributions of a possibly large number of discrete random variables. The approach uses measure t…

math.DS2024

A Geometric Embedding Approach to Multiple Games and Multiple Populations

Bastian Boll, Jonas Cassel, Peter Albers +2

This paper studies a meta-simplex concept and geometric embedding framework for multi-population replicator dynamics. Central results are two embedding theorems which constitute a…

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