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At the level of individual neurons, audiovisual stimuli often elicit super-additive interactions, where the neural response is greater than the sum of auditory and visual responses. However, investigations using electroencephalography (EEG) to record brain activity have revealed inconsistent interactions, with studies reporting a mix of super- and sub-additive effects. A possible explanation for this inconsistency is that standard univariate analyses obscure multisensory interactions present in EEG responses by overlooking multivariate changes in activity across the scalp. To address this shortcoming, we investigated EEG responses to audiovisual stimuli using inverted encoding, a population tuning approach that uses multivariate information to characterise feature-specific neural activity. Participants (n=41) completed a spatial localisation task for both unisensory stimuli (auditory clicks, visual flashes) and combined audiovisual stimuli (spatiotemporally congruent clicks and flashes). To assess multivariate changes in EEG activity, we used inverted encoding to recover stimulus location information from event-related potentials (ERPs). Participants localised audiovisual stimuli more accurately than unisensory stimuli alone. For univariate ERP analyses, we found an additive multisensory interaction. By contrast, multivariate analyses revealed a super-additive interaction ~180 ms following stimulus onset, such that the location of audiovisual stimuli was decoded more accurately than that predicted by maximum likelihood estimation. Our results suggest that super-additive integration of audiovisual information is reflected within multivariate patterns of activity rather than univariate evoked responses.<\/jats:p>","DOI":"10.7554\/elife.97230","type":"journal-article","created":{"date-parts":[[2024,5,17]],"date-time":"2024-05-17T11:25:54Z","timestamp":1715945154000},"update-policy":"https:\/\/doi.org\/10.7554\/elife.97230","source":"Crossref","is-referenced-by-count":3,"title":["Inverted encoding of neural responses to audiovisual stimuli reveals super-additive multisensory enhancement"],"prefix":"10.7554","volume":"13","author":[{"ORCID":"https:\/\/orcid.org\/0009-0002-4249-462X","authenticated-orcid":true,"given":"Zak","family":"Buhmann","sequence":"first","affiliation":[{"id":[{"id":"https:\/\/ror.org\/0384j8v12","id-type":"ROR","asserted-by":"publisher"}],"name":"School of Psychology, University of Sydney","place":["Sydney, 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