Publications
Pan, Y., Zander, T. O., & Klug, M. (2024). Advancing passive BCIs: a feasibility study of two temporal derivative features and effect size-based feature selection in continuous online EEG-based machine error detection. Frontiers in Neuroergonomics, 5. https://doi.org/10.3389/fnrgo.2024.1346791
Klug, M., Berg, T., & Gramann, K. (2024). Optimizing EEG ICA decomposition with data cleaning in stationary and mobile experiments. Scientific Reports, 14(1). https://doi.org/10.1038/s41598-024-64919-3
Pan, Y., Rabe, L., & Klug, M. (2024). Less is more: Advancing EEG-based online continuous machine error detection with the lightweight max-min amplitude noise filtering technique. Proceedings of the 9th Graz Brain-Computer Interface Conference 2024.https://doi.org/10.3217/978-3-99161-014-4-039
Rabe, L., Pan, Y., & Klug, M. (2024). EEG-based stimulus classification in a full-body movement, virtual reality paradigm. Proceedings of the 9th Graz Brain-Computer Interface Conference 2024. https://doi.org/10.3217/978-3-99161-014-4-043
Klug, M., Gherman, D. E., Krol, L. R., & Zander, T. O. (2025). Passive brain–computer interfaces: tracking mental states for neuroadaptive technology. In D. Valeriani & T. Vaughan (Eds.), Neural Interfaces (pp. 161–176). Elsevier. https://doi.org/10.1016/b978-0-443-24824-5.00010-7
Gherman, D. E., Krol, L. R., Klug, M., & Zander, T. O. (2025). An investigation of a passive BCI’s performance for different body postures and presentation modalities. Biomedical Physics & Engineering Express, 11(2). https://doi.org/10.1088/2057-1976/adb58b
Gehrke, L., Koselevs, A., Klug, M., & Gramann, K. (2025). Neuroadaptive haptics: a proof-of-concept comparing reinforcement learning from explicit ratings and neural signals for adaptive XR systems. Frontiers in Virtual Reality, 6(1616442), 1616442. https://doi.org/10.3389/frvir.2025.1616442
Klug, M., Rabe, L., Zander, T. O., & Gramann, K. (2025). A window to the mind: Multimodal eye and body metrics outperform self-reports in tracking situation awareness. Preprint. SSRN. https://doi.org/10.2139/ssrn.5734932
Klug, M., Gherman-Nagy, D. E., & Zander, T. O. (2026). From brain signals to neuroadaptive technology: BCIs for human-computer interaction. In T. Warbrick (Ed.), The EEG Handbook (pp. 331–349). Springer Nature Switzerland. https://doi.org/10.1007/978-3-032-20450-9_25
Pan, Y., Rabe, L., Zander, T. O., & Klug, M. (2026). Seamless interaction in VR: decoding user intent with eye gaze and passive brain–computer interfaces. Preprint. bioRxiv. https://doi.org/10.64898/2026.07.06.736575
