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Jan Stanczuk

9 papers hereh-index 91.5k citations12 works total

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

author position
  • first author2
  • middle author5

Across the 7 of 9 papers where every author was matched, so the position is known.

fields
  • cs.LG7
  • cs.SE1
  • stat.ML1

identity via Semantic Scholar / OpenAlex

activity
20212024
most citedClassification of datasets with imputed missing values: does imputation quality matter?

131 citations · 172 across the 9 of their papers we have counts for

collaborators
Showing 2021Show all

2 papers · 1 filter

cs.LG2021★ 8 cited

Conditional Image Generation with Score-Based Diffusion Models

Georgios Batzolis, Jan Stanczuk, Carola-Bibiane Schönlieb +1

Score-based diffusion models have emerged as one of the most promising frameworks for deep generative modelling. In this work we conduct a systematic comparison and theoretical ana…

stat.ML2021★ 14 cited

Wasserstein GANs Work Because They Fail (to Approximate the Wasserstein Distance)

Jan Stanczuk, Christian Etmann, Lisa Maria Kreusser +1

Wasserstein GANs are based on the idea of minimising the Wasserstein distance between a real and a generated distribution. We provide an in-depth mathematical analysis of differenc…

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