ausgewählte Veröffentlichungen

• Abschnitt eines Buches

  • An Empirical Study on the Robustness of Active Learning for Biomedical Image Classification Under Model Transfer Scenarios 2023
  • Comparing and Improving Active Learning Uncertainty Measures for Transformer Models 2023
  • ALWars: Combat-Based Evaluation of Active Learning Strategies 2022
  • XLIndy: Interactive Recognition and Information Extraction in Spreadsheets 2019
  • Active Learning with Aggregated Uncertainties from Image Augmentations
  • IMITAL: Learned Active Learning Strategy on Synthetic Data
  • WeakAL: Combining Active Learning and Weak Supervision

• Arbeitspapier/F.-Berichte

  • To Softmax, or not to Softmax: that is the question when applying Active Learning for Transformer Models 2022
  • ImitAL: Learning Active Learning Strategies from Synthetic Data

• Konferenz-Paper

  • ALWars: Combat-based Evaluation of Active Learning Strategies: Combat-based Evaluation of Active Learning Strategies 2022
  • ImitAL: Training Active Learning by Imitation Learning on pure Synthetic Data

• Wissenschaftlicher Artikel

  • Comparing and Improving Active Learning Uncertainty Measures for Transformer Models by Discarding Outliers.  Information systems frontiers.