Publications

  • 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

  • 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

  • Interpretable event diagnosis in water distribution networks (2026)

    Authors: André Artelt, Stelios G. Vrachimis, Demetrios G. Eliades, Ulrike Kuhl, Barbara Hammer, Marios M. Polycarpou

    Published at: Intelligent Systems with Applications (Volume: 29)
    DOI: 10.1016/j.iswa.2025.200621

  • Spiking neural networks for EEG signal analysis: From theory to practice (2026)

    Authors: Siqi Cai, Zheyuan Lin, Xiaoli Liu, Wenjie Wei, Shuai Wang, Malu Zhang, Tanja Schultz, Haizhou Li

    Published at: Neural Networks (Volume: 194)
    DOI: 10.1016/j.neunet.2025.108127

  • Towards Co-Constructed Explanations: A Multi-Agent Reasoning-Based Conversational System for Adaptive Explanations (2026)

    Authors: Dimitry Mindlin, Meisam Booshehri, Philipp Cimiano

    Published at: Hai 2025 Proceedings of the 13th International Conference on Human Agent Interaction
    DOI: 10.1145/3765766.3765768

  • Exploring Persuasive Interactions with Generative Social Robots - An Experimental Framework (2026)

    Authors: Stephan Vonschallen, Larissa Julia Corina Finsler, Theresa Schmiedel, Friederike Eyssel

    Published at: Hai 2025 Proceedings of the 13th International Conference on Human Agent Interaction
    DOI: 10.1145/3765766.3765866

  • Enhancing Adversarial Robustness Through Multi-objective Representation Learning (2026)

    Authors: Sedjro Salomon Hotegni, Sebastian Peitz

    Published at: Lecture Notes in Computer Science (Volume: 16068 LNCS)
    DOI: 10.1007/978-3-032-04558-4_35

  • ITPNet: Initial trajectory prediction network-a deep learning framework for predicting initial trajectories to warm start optimization-based motion planners (2026)

    Authors: Sankaranarayanan Natarajan, Frank Kirchner

    Published at: International Journal of Intelligent Robotics and Applications
    DOI: 10.1007/s41315-025-00520-9

  • Uncertainty-Aware Remaining Lifespan Prediction from Images (2026)

    Authors: Tristan Kenneweg, Philip Kenneweg, Barbara Hammer

    Published at: Lecture Notes in Computer Science (Volume: 16397 LNCS)
    DOI: 10.1007/978-3-032-14495-9_34

  • CompoST: A Benchmark for Analyzing the Ability of LLMs to Compositionally Interpret Questions in a QALD Setting (2026)

    Authors: David Maria Schmidt, Raoul Schubert, Philipp Cimiano

    Published at: Lecture Notes in Computer Science (Volume: 16140 LNCS)
    DOI: 10.1007/978-3-032-09527-5_1