In the Department of Machine Learning, we develop models to improve decision making in clinical brain research.

01
Kopar, S., Rane, R.P., Mychajliw, C., Federmann, L., Eschweiler, G., Berg, D., Gijsen, S., Perez-Toro, P.A. & Ritter, K.,

Beyond Binary: Speech Representations Across the Cognitive Score Hierarchy.

May 26, 2026 | Accepted at Interspeech 2026
02
Hammelrath, L., Rane, R. P., Gijsen, S., Jüres, F., Brose, A., Ritter, K., ... & Knaevelsrud, C.

Comparing personalized and population-based models for predicting momentary negative affect in internalizing disorders: A digital phenotyping study

Apr 28, 2026 | Neuroscience Applied
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04
Zvarova, P., van der Linden, C., Li, N., Butenko, K., Berger, T., Meyer, G.M., Sahin, I.A., Goede, L.L., Bahners, B.H., Hollunder, B. and Dembek, T.A., ..., Ritter K., ... & Horn, A.

Multimodal Image Guidance in Subthalamic Deep Brain Stimulation for Parkinson's Disease.

Apr 17, 2026 | Annals of Neurology.
05
Erk, S., Wellan, S., Henze, G.I., Ritter, K., Lueken, U. and Walter, H.

Präzisionspsychiatrie und-psychotherapie: Was ist das?

Feb 19, 2026 | Nervenheilkunde.
06
Ritter, K., Brandt, L., & Walter, H.

KI in der Psychiatrie

Feb 18, 2026 | Nervenheilkunde
07
Heinrichs, B., Diegelmann, D., Friedrich, O., Heinrichs, J.H., Kellmeyer, P., Madai, V.I., Mandelartz, S., Nähr-Wagener, S., Namuganza, S., Ritter, K. and Schleidgen, S.

Neuroethik–eine Bestandsaufnahme und ein Blick in die Zukunft.

Feb 09, 2026 | Ethik in der Medizin
08
Serin, E., Ritter, K., Schumann, G., Banaschewski, T., Marquand, A., & Walter, H

Generating synthetic task-based brain fingerprints for population neuroscience using deep learning

Nov 14, 2025 | Communications Biology
09
Schulz, M. A., Siegel, N. T., & Ritter, K.

Brain-age models with lower age prediction accuracy have higher sensitivity for disease detection

Oct 28, 2025 | PLOS Biology, 23(10)
10
Gijsen, S., & Ritter, K.

EEG-Language Modeling for Pathology Detection

Aug 11, 2025 | ICML 2025
11
Reinhardt, P., Zacharias, N., Fislage, M., Böhmer, J., Hollunder, B., Reppmann, Z., ... & Winterer, G.

Machine Learning Classification of Smoking Behaviours-From Social Environment to the Prefrontal Cortex

Aug 01, 2025 | Addiction Biology
12
Siegel, N. T., Kainmueller, D., Deniz, F., Ritter, K., & Schulz, M. A.

Do Transformers and CNNs Learn Different Concepts of Brain Age?

Jun 09, 2025 | Human Brain Mapping