Singer JJD, Cichy RM*, & Hebart MN* (2023). The spatiotemporal neural dynamics of object recognition for natural images and line drawings. The Journal of Neuroscience, 43 (3) 484-500. DOI: 10.1523/jneurosci.1546-22.2022 *equal contribution
Hebart MN*, Contier O*, Teichmann L*, Rockter A, Zheng CY, Kidder A, Corriveau A, Vaziri-Pashkam M, & Baker CI (2023). THINGS-data: A multimodal collection of large-scale datasets for investigating object representations in brain and behavior. eLife, 12, e82580. DOI: 10.7554/eLife.82580. Dataset DOI: 10.25452/figshare.plus.c.6161151.v1
Kaniuth P, & Hebart MN (2022). Feature-reweighted representational similarity analysis: A general purpose method for improving the fit between computational models, brains, and behavior. Neuroimage, 257, 119294. DOI: 10.1016/j.neuroimage.2022.119294. Software: https://github.com/ViCCo-Group/frrsa
Hebart MN, Zheng CY, Pereira F, & Baker CI (2020). Revealing the multidimensional mental representations of natural objects underlying human similarity judgments. Nature Human Behaviour, 4, 1173–1185. DOI: 10.1038/s41562-020-00951-3
Hebart MN, Dickter AH, Kidder A, Kwok W, Corriveau A, van Wicklin C, & Baker CI (2019). THINGS: A database of 1,854 object concepts and more than 26,000 naturalistic object images. PLoS ONE, 14, e0223792. DOI: 10.1101/545954
Bankson BB*, Hebart MN*, Groen IIA, & Baker CI (2018). The temporal evolution of conceptual object representations revealed through models of behavior, semantics and deep neural networks. Neuroimage, 178, 172-182. DOI: 10.1016/j.neuroimage.2018.05.037
Hebart MN, Bankson BB, Harel A, Baker CI*, & Cichy RM* (2018). The representational dynamics of task and object processing in humans. eLife, 7, e32816. DOI: 10.7554/eLife.32816
Hebart MN, & Baker CI (2017). Deconstructing multivariate decoding for the study of brain function. Neuroimage, 180, 4-18. DOI: 10.1016/j.neuroimage.2017.08.005
Guggenmos M, Wilbertz G, Hebart MN*, & Sterzer P* (2016). Mesolimbic confidence signals guide perceptual learning in the absence of external feedback. eLife, 6, e13388. DOI: 10.7554/eLife.13388
Hebart MN*, Görgen K*, & Haynes JD (2015). The decoding toolbox (TDT): A versatile software package for multivariate analyses of functional imaging data. Front Neuroinformatics, 8, 88. DOI: 10.3389/fninf.2014.00088