Publications

  • The effect of data poisoning on counterfactual explanations (2026)

    Authors: André Artelt, Shubham Sharma, Freddy Lecué, Barbara Hammer

    Published at: Information Fusion (Volume: 132)
    DOI: 10.1016/j.inffus.2026.104237

  • Variance representations and convergence rates for data-driven approximations of Koopman operators (2026)

    Authors: Friedrich M. Philipp, Manuel Schaller, Septimus Boshoff, Sebastian Peitz, Feliks Nüske, Karl Worthmann

    Published at: Physica D Nonlinear Phenomena (Volume: 492)
    DOI: 10.1016/j.physd.2026.135223

  • Evaluating automatic label noise detection in 3D segmentation with realistic label noise (2026)

    Authors: Andreas Mazur, Isaac Roberts, David P. Leins, Alexander Schulz, Barbara Hammer

    Published at: Neurocomputing (Volume: 684)
    DOI: 10.1016/j.neucom.2026.133587

  • Fourier neural operators as data-driven surrogates for two- and three-dimensional Rayleigh–bénard convection (2026)

    Authors: Thorben Markmann, Michiel Straat, Sebastian Peitz, Barbara Hammer

    Published at: Neurocomputing (Volume: 679)
    DOI: 10.1016/j.neucom.2026.133201

  • A Comprehensive Survey on Legal Summarization: Challenges and Future Directions (2026)

    Authors: Mousumi Akter, Erion Çano, Erik Weber, Dennis Dobler, Ivan Habernal

    Published at: ACM Computing Surveys (Volume: 58)
    DOI: 10.1145/3776586

  • Breaking through data scarcity: A novel diffusion model approach for snoring sound augmentation and classification (2026)

    Authors: Tianrui Jia, Haojie Zhang, Hanhan Wu, Qiyang Sun, Xin Jing, Boyang Meng, Lin Shen, Liang Wang, Kun Qian, Ye Zhang, Bin Hu, Tanja Schultz, Björn W. Schuller, Yoshiharu Yamamoto

    Published at: Biomedical Signal Processing and Control (Volume: 116)
    DOI: 10.1016/j.bspc.2026.109449

  • A practical guide to streaming continual learning (2026)

    Authors: Andrea Cossu, Federico Giannini, Giacomo Ziffer, Alessio Bernardo, Alexander Gepperth, Emanuele Della Valle, Barbara Hammer, Davide Bacciu

    Published at: Neurocomputing (Volume: 674)
    DOI: 10.1016/j.neucom.2026.132951

  • Learning in federated and dynamic environments: A tutorial on challenges, trends, and practical strategies (2026)

    Authors: Mirko Polato, Barbara Hammer, Manuel Röder, Frank-Michael Schleif

    Published at: Neurocomputing (Volume: 672)
    DOI: 10.1016/j.neucom.2026.132671

  • Recent advances in tracking control of hydrobatic AUVs (2026)

    Authors: Tom Vincent Slawik, Leif Christensen, Frank Kirchner

    Published at: At Automatisierungstechnik (Volume: 74)
    DOI: 10.1515/auto-2025-0071

  • Artificial intelligence and infectious diseases: an evidence-driven conceptual framework for research, public health, and clinical practice (2026)

    Authors: Anna Odone, Chiara Barbati, Silvia Amadasi, Tanja Schultz, David B Resnik

    Published at: Lancet Infectious Diseases (Volume: 26)
    DOI: 10.1016/S1473-3099(25)00412-8