Lernen von Konzepten und Repräsentation von Konzeptwissen in Mensch und künstlicher Intelligenz
Die Rolle von Schlaf auf das Gedächtnis und Gedächtnistranformation
Nutzen von künstlicher Intelligenz zur Gedächnisforschung (fMRT, EEG, Eyetracking, Pulsdaten, Sprachdaten)
Publikationen
Heinen, R. , Rau, E.M., Herweg, N.A. & Axmacher, N. (preprint). Task-relevant representational spaces in human memory traces.
Heinen R., Lech, R., Suchan, B. & Axmacher, N. (accepted). How your brain learns penguins are birds - neural patterns of exception learning. In Conference of Cognitive Computational Neuroscience (CCN)
Rau, E. M., Fellner, M. C., Heinen, R., Zhang, H., Yin, Q., Vahidi, P., ... & Axmacher, N. (2025). Reinstatement and transformation of memory traces for recognition. Science Advances, 11(8), eadp9336.
Heinen, R., Bierbrauer, A., Wolf, O. T., & Axmacher, N. (2024). Representational formats of human memory traces. Brain Structure and Function, 229(3), 513-529.
Heinen, R.,Kobelt, M., & Axmacher, N. (2024). Tracking representational formats of intrusive memories using deep neural networks. In Conference of Cognitive Computational Neuroscience (CCN)
Kobelt M, Waldhauser GT, Rupietta A, Heinen R, Rau EMB, Kessler H, Axmacher N. (2024).The memory trace of an intrusive trauma-analog episode. Curr Biol.
Heinen, R. & Axmacher, N. (2023). Gazed and Confused: Gaze reinstatement reveals effects of semantization. In Conference of Cognitive Computational Neuroscience (CCN)
Lukaschewski, T. M., Waldhauser, G. T., Dings, R., Heinen, R., Gomes, C. A., Newen, A., & Axmacher, N. (2023). Visual perspective in autobiographical memories of self-incongruent episodes. Memory, 31(10), 1306-1319.
Jeunehomme, O., Heinen, R., Stawarczyk, D., Axmacher, N., & D’Argembeau, A. (2022). Representational dynamics of memories for real-life events. Iscience, 25(11).
Bierbrauer, A., Fellner, M. C., Heinen, R., Wolf, O. T., & Axmacher, N. (2021). The memory trace of a stressful episode. Current Biology, 31(23), 5204-5213.
Liu J, Zhang H, Yu T, Ni D, Ren L, Yang Q, Lu B, Wang D, Heinen R, Axmacher N, Xue G (2020).Stable maintenance of multiple representational formats in human visual short-term memory. PNAS
Schenk, S., Bellebaum, C., Lech, R. K., Heinen, R., & Suchan, B. (2020). Play to win: action video game experience and attention driven perceptual exploration in categorization learning. Frontiers in Psychology, 11, 933.
Hucke, C. I., Heinen, R. M., Wascher, E., & van Thriel, C. (2023). Trigeminal stimulation is required for neural representations of bimodal odor localization: a time-resolved multivariate EEG and fNIRS study. Neuroimage, 269, 119903.
Hucke, C. I., Heinen, R. M., Pacharra, M., Wascher, E., & Van Thriel, C. (2021). Spatiotemporal processing of bimodal odor lateralization in the brain using electroencephalography microstates and source localization. Frontiers in Neuroscience, 14, 620723.
Heinen, R., Deuker, L., Naselaris, T., & Axmacher, N. (2019). Using deep neural network features to predict voxelwise activity in ultra-high field fMRI. In Conference of Cognitive Computational Neuroscience (CCN)