Tanja Schultz

Tanja Schultz

tanja.schultz@uni-bremen.de
Institution: University of Bremen
Department: Mathematics and Computer Science
Position: Director, Cognitive Systems Lab
https://www.uni-bremen.de/en/csl/institute/director
With the integration of sensors into ubiquitous body-worn devices and the advancement of machine learning methods, it is time to use the full spectrum of biosignal data to understand human needs and adapt cognitive systems accordingly.

Biosignal-adaptive cognitive systems

The acquisition, processing, and decoding of multimodal biosignals in real-time, with the aim of interpreting human behavior and predicting human needs in the context of communication with cognitive robots and systems

  • 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

  • EMG-Based Action Unit Recognition: Feature Engineering, Machine Learning, and Real-Time Classification (2026)

    Authors: Hui Liu, Abhinav Veldanda, Rainer Koschke, Tanja Schultz, Dennis Küster

    Published at: Communications in Computer and Information Science (Volume: 2546 CCIS)
    DOI: 10.1007/978-3-031-96899-0_3

  • Geo-GCN: Geometric-Graphical Convolutional Network for EEG-based Auditory Attention Detection (2025)

    Authors: Gabriel Ivucic, Saurav Pahuja, Haizhou Li, Tanja Schultz

    Published at: Annual International Conference of the IEEE Engineering in Medicine and Biology Society IEEE Engineering in Medicine and Biology Society Annual International Conference (Volume: 2025)
    DOI: 10.1109/EMBC58623.2025.11251825

  • Explaining Multimodal Features for Screening of Cognitive Impairment Using Shapley Values (2025)

    Authors: Elisa Brause, Niklas Koenen, Marvin N. Wright, Tanja Schultz

    Published at: Annual International Conference of the IEEE Engineering in Medicine and Biology Society IEEE Engineering in Medicine and Biology Society Annual International Conference (Volume: 2025)
    DOI: 10.1109/EMBC58623.2025.11251859

  • CogniFuse and Multimodal Deformers: A Unified Approach for Benchmarking and Modeling Biosignal Fusion (2025)

    Authors: Anthony Richardson, Michael Beetz, Tanja Schultz, Felix Putze

    Published at: Annual International Conference of the IEEE Engineering in Medicine and Biology Society IEEE Engineering in Medicine and Biology Society Annual International Conference (Volume: 2025)
    DOI: 10.1109/EMBC58623.2025.11254862

  • End-to-end Acoustic-linguistic Emotion and Intent Recognition Enhanced by Semi-supervised Learning (2025)

    Authors: Zhao Ren, Rathi Adarshi Rammohan, Kevin Scheck, Sheng Li, Tanja Schultz

    Published at: Annual International Conference of the IEEE Engineering in Medicine and Biology Society IEEE Engineering in Medicine and Biology Society Annual International Conference (Volume: 2025)
    DOI: 10.1109/EMBC58623.2025.11254936

  • CA-NeuroSpex: Context-Informed Autoregressive Neuro-Guided Speaker Extraction (2025)

    Authors: Dashanka De Silva, Siqi Cai, Saurav Pahuja, Tanja Schultz, Haizhou Li

    Published at: Annual International Conference of the IEEE Engineering in Medicine and Biology Society IEEE Engineering in Medicine and Biology Society Annual International Conference (Volume: 2025)
    DOI: 10.1109/EMBC58623.2025.11251577

  • XAGnet: Cross-Attention Graph Network for Detecting Auditory Attention in Ear-EEG Signals (2025)

    Authors: Saurav Pahuja, Gabriel Ivucic, Siqi Cai, Dashanka De Silva, Haizhou Li, Tanja Schultz

    Published at: Annual International Conference of the IEEE Engineering in Medicine and Biology Society IEEE Engineering in Medicine and Biology Society Annual International Conference (Volume: 2025)
    DOI: 10.1109/EMBC58623.2025.11252872

  • Speech Envelope Reconstruction From Stereo EEG in a Speech Production Task (2025)

    Authors: Darius Ivucic, Tamari Bayer, Gabriel Ivucic, Stephanie Ries, Jerry Shih, Dean J. Krusienski, Tanja Schultz

    Published at: Annual International Conference of the IEEE Engineering in Medicine and Biology Society IEEE Engineering in Medicine and Biology Society Annual International Conference (Volume: 2025)
    DOI: 10.1109/EMBC58623.2025.11253269

  • Structural Cerebral Correlates of Perplexity: Exploring a Linguistic Marker in Cognitive Aging (2025)

    Authors: Xingsong Wang, Christina J. Herold, Claudia Frankenberg, Ayimnisagul Ablimit, Tanja Schultz, Li Kong, Johannes Schröder

    Published at: Psych Journal (Volume: 14)
    DOI: 10.1002/pchj.70010