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NEC Laboratories Europe

People
Dr. Sascha Saralajew

Senior Research Scientist

Group Involvement, NEC Laboratories Europe

Human-Centric AI Group

Research Interests

Prototype-based Machine Learning
Interpretable Machine Learning
Computer Vision

Publications

  • Julius Voigt, Sascha Saralajew, Marika Kaden, Katrin Sophie Bohnsack, Lynn Reuss, Thomas Villmann. Biologically-informed shallow classification learning integrating pathway knowledge. The 17th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC) 2024.
  • Sascha Saralajew, Ammar Shaker, Zhao Xu, Kiril Gashteovski, Bhushan Kotnis, Wiem Ben Rim, JĂĽrgen Quittek, Carolin Lawrence. A Human-Centric Assessment Framework for AI. International Conference on Machine Learning (ICML) Workshop on Human-Machine Collaboration and Teaming 2022.
  • Sascha Saralajew, Lars Ohnemus, Lukas Ewecker, Ebubekir Asan, Simon Isele, Stefan Roos. A Dataset for Provident Vehicle Detection at Night. IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2021.
  • Emilio Oldenziel, Lars Ohnemus, Sascha Saralajew. Provident detection of vehicles at night. 2020 IEEE Intelligent Vehicles Symposium (IV), 2020.
  • Sascha Saralajew, Lars Holdijk, Thomas Villmann. Fast adversarial robustness certification of nearest prototype classifiers for arbitrary seminorms. Advances in Neural Information Processing Systems (NeurIPS), 2020.
  • Sascha Saralajew, Lars Holdijk, Maike Rees, Ebubekir Asan, Thomas Villmann. Classification-by-components: Probabilistic modeling of reasoning over a set of components. Advances in Neural Information Processing Systems (NeurIPS), 2019.
  • Sascha Saralajew, Thomas Villmann. Adaptive tangent distances in generalized learning vector quantization for transformation and distortion invariant classification learning. 2016 International Joint Conference on Neural Networks (IJCNN), 2016.

Connections

Google Scholar:    scholar.google.com/citations
LinkedIn:www.linkedin.com/in/saralajew

  

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