Hebart, M.N., Zheng, C.Y., Pereira, F., & Baker, C.I. (2020). Revealing the multidimensional mental representations of natural objects underlying human similarity judgments. Nature Human Behaviour. full text, free version, preprint, data and code
News & Views about our work: Riesenhuber, M. (2020). How the mind sees the world. Nature Human Behaviour. full text
Spotlight about our work: Love, B., & Roads, B. (2021). Similarity as a window on the dimensions of object representation. Trends in Cognitive Sciences full text
Hebart, M.N. & Schuck, N. (2020). Current topics in Computational Cognitive Neuroscience. Editorial to a special issue in Neuropsychologia. full text, pdf
Bönstrup, M., Iturrate, I., Hebart, M.N., Censor, N., & Cohen, L.G. (2020). Mechanisms of offline motor learning at a microscale of seconds in large-scale crowdsourced data. Science of Learning. full text
Hebart, M.N., Dickter, A.H., Kidder, A., Kwok, W.Y., Corriveau, A., Van Wicklin, C, & Baker, C.I. (2019). THINGS: A database of 1,854 object concepts and more than 26,000 naturalistic object images. PLoS ONE 14(10):e0223792. full text, database (OSF)
Zheng, C.Y., Pereira, F., Baker, C.I., & Hebart, M.N. (2019). Revealing interpretable object representations from human behavior. ICLR 2019. full text
Bankson, B.B.*, Hebart, M.N.*, Groen, I.I.A., & Baker, C.I.* (2018). The temporal evolution of conceptual object representations revealed through models of behavior, semantics and deep neural networks. Neuroimage. pdf
Hebart, M.N., Bankson, B.B., Harel, A., Baker, C.I.*, & Cichy, R.M.* (2018). Representational dynamics of task context and its influence on visual object processing. eLife 7:e32816. full text, data and code
Hebart, M.N., & Baker, C.I. (2017). Deconstructing multivariate decoding for the study of brain function. Neuroimage. full text
Görgen, K., Hebart, M.N., Allefeld, C., & Haynes, J.-D. (2017). The Same Analysis Approach: Practical protection against the pitfalls of novel neuroimaging analysis methods. Neuroimage. full text
Hebart, M.N., & Baker, C.I. (2016). Facing up to stereotypes. Nature Neuroscience 19, 763–764. pdf
Guggenmos, M., Wilbertz, G., Hebart, M.N.*, & Sterzer, P.* (2016). Mesolimbic confidence signals guide perceptual learning in the absence of external feedback. eLife 5, e13388. full text
Guo, R., Böhmer, W., Hebart, M.N., Chien, S., Sommer, T., Obermayer, K., & Gläscher, J. (2016). Interaction of instrumental and goal-directed learning modulates prediction error representations in the ventral striatum. Journal of Neuroscience 36, 12650-12660. pdf
Korjus, K., Hebart, M.N., & Vicente, R. (2016). An efficient data partitioning to improve classification performance while keeping parameters interpretable. PloS one 11, e0161788. full text
Höhne, J., Bartz, D., Hebart, M.N., Müller, K.-R., & Blankertz, B. (2016). Analyzing neuroimaging data with subclasses: A shrinkage approach. Neuroimage 124, 740-751. pdf
Hebart, M.N.*, Görgen, K.*, & Haynes, J.-D. (2015). The Decoding Toolbox (TDT): A versatile software package for multivariate analyses of functional imaging data. Frontiers in Neuroinformatics. full text toolbox homepage
Christophel, T.B., Cichy, R.M., Hebart, M.N., & Haynes, J.-D. (2015). Parietal and early visual cortices encode working memory content across mental transformations. Neuroimage 106, 198-206. pdf
Peth, J., Sommer, T., Hebart, M.N., Vossel, G., Büchel, C., & Gamer, M. (2015). Memory detection using fMRI — Does the encoding context matter? Neuroimage 113, 164-174. pdf
Hebart, M.N., Schriever, Y., Donner, T.H.*, & Haynes, J.-D.* (2014). The relationship between perceptual decision variables and confidence in the human brain. Cerebral Cortex. pdf
Hebart, M.N., & Gläscher, J. (2014). Serotonin and dopamine differentially affect appetitive and aversive general Pavlovian-to-instrumental transfer Psychopharmacology 232, 437-451. pdf
Ritter, C., Hebart, M.N., Wolbers, T., & Bingel, U. (2014). Representation of spatial information in key areas of the descending pain modulatory system. Journal of Neuroscience 34, 4634-4639. pdf
Stein, T., Seymour, K., Hebart, M.N., & Sterzer, P. (2014). Rapid fear detection relies on high spatial frequencies. Psychological Science 25, 566-574. pdf
Hebart, M.N., Donner, T.H.*, & Haynes, J.-D.* (2012). Human visual and parietal cortex encode visual choices independent of motor plans. Neuroimage 63, 1393-1403. pdf
Hebart, M.N., & Hesselmann, G. (2012). What visual information is processed in the human dorsal stream? Journal of Neuroscience 32, 8107-8109. pdf
Christophel, T.B., Hebart, M.N., & Haynes, J.-D. (2012). Decoding the contents of visual short-term memory from human visual and parietal cortex. Journal of Neuroscience 32, 12983-12989. pdf
Stein, T., Hebart, M.N., & Sterzer, P. (2011). Breaking continuous flash suppression: A new measure of unconscious processing during interocular suppression? Frontiers in Human Neuroscience, 5, 167. full text
Hesselmann, G., Hebart, M., & Malach, R. (2011). Differential BOLD activity associated with subjective and objective reports during “blindsight” in normal observers. Journal of Neuroscience, 31, 12936-12944. pdf