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Research

Dr Pascal Welke

Assistant Professor (Lecturer) in Data Science

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  1. 2025
  2. Published

    A Regression-Based Predictive Model Hierarchy for Nonwoven Tensile Strength Inference

    Antweiler, D., Burgard, J. P., Harmening, M., Marheineke, N., Schmeißer, A., Wegener, R. & Welke, P., 10/04/2025, Informed Machine Learning. Schulz, D. & Bauckhage, C. (eds.). Cham: Springer, p. 63-90 28 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Chapter

  3. 2024
  4. Published

    Weisfeiler and Leman Go Loopy: A New Hierarchy for Graph Representational Learning.

    Paolino, R., Maskey, S., Welke, P. & Kutyniok, G., 10/12/2024.

    Research output: Contribution to conference - Without ISBN/ISSN › Conference paper › peer-review

  5. Published

    Logical Distillation of Graph Neural Networks

    Pluska, A., Welke, P., Gärtner, T. & Malhotra, S., 2/11/2024, Proceedings of the 21st International Conference on Principles of Knowledge Representation and Reasoning. Marquis, P., Ortiz, M. & Pagnucco, M. (eds.). IJCAI, p. 920-930 11 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Chapter

  6. Published

    Logical Distillation of Graph Neural Networks.

    Pluska, A., Welke, P., Gärtner, T. & Malhotra, S., 21/08/2024, Arxiv.

    Research output: Working paper › Preprint

  7. 2023
  8. Published

    Retention is All You Need

    Mohiuddin, K., Alam, M. A., Alam, M. M., Welke, P., Martin, M., Lehmann, J. & Vahdati, S., 21/10/2023, CIKM '23: Proceedings of the 32nd ACM International Conference on Information and Knowledge Management. New York: ACM, p. 4752-4758 7 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  9. Published

    A New Aligned Simple German Corpus

    Toborek, V., Busch, M., Boßert, M., Bauckhage, C. & Welke, P., 9/07/2023, Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers). Stroudsburg, PA: Association for Computational Linguistics (ACL Anthology), p. 11393-11412 20 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  10. Published

    Hidden Schema Networks

    Sánchez, R. J., Conrads, L., Welke, P., Cvejoski, K. & Marin, C. O., 9/07/2023, Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers). Stroudsburg, Pa.: Association for Computational Linguistics, p. 4764-4798 35 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

  11. Published

    An Empirical Evaluation of the Rashomon Effect in Explainable Machine Learning

    Müller, S., Toborek, V., Beckh, K., Jakobs, M., Bauckhage, C. & Welke, P., 27/06/2023, Arxiv.

    Research output: Working paper › Preprint

  12. Published

    Expectation-Complete Graph Representations with Homomorphisms

    Welke, P., Thiessen, M., Jogl, F. & Gärtner, T., 9/06/2023, Arxiv.

    Research output: Working paper › Preprint

  13. Published

    Harnessing Prior Knowledge for Explainable Machine Learning: An Overview

    Beckh, K., Müller, S., Jakobs, M., Toborek, V., Tan, H., Fischer, R., Welke, P., Houben, S. & von Rüden, L., 1/06/2023, 2023 IEEE Conference on Secure and Trustworthy Machine Learning (SaTML). IEEE, p. 450-463 14 p.

    Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review

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