Multisensory Facilitation of Working Memory Training
Open accessAbstract
Research suggests that memorization of multisensory stimuli benefits performance compared to memorization of unisensory stimuli; however, little is known about multisensory facilitation in the context of working memory (WM) training and transfer. To investigate this, 240 adults were randomly assigned to an N-back training task that consisted of visual-only stimuli, alternating visual and auditory blocks, or audio-visual (multisensory) stimuli, or to a passive control group. Participants in the active groups completed 13 sessions of N-back training (6.7 hours in total) and all groups completed a battery of WM tasks: untrained N-back tasks, Corsi Blocks, Sequencing, and Symmetry Span. The Multisensory group showed similar training N-level gain compared to the Visual Only group, and both of these groups outperformed the Alternating group on the training task. As expected, all three active groups significantly improved on untrained visual N-back tasks compared to the Control group. In contrast, the Multisensory group showed significantly greater gains on the Symmetry Span task and to a certain extent on the Sequencing task compared to other groups. These results tentatively suggest that incorporating multisensory objects in a WM training protocol can benefit performance on the training task and potentially facilitate transfer to complex WM span tasks.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Transfer to sequencing and/or complex WM tasks has been reported by some N-back training studies but not others.
“Transfer to sequencing and/or complex WM tasks has been reported by some57–63, but not other N-back training studies58,64–70.”
From Near transfer to an unrelated N-back task mediates the effect of N-back working memory training on matrix reasoning (2022) · cites this paper as [63]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Bayesian inference for psychology. Part II: Example applications with JASP
Wagenmakers, E., Love, J., Marsman, M., Jamil, T., Ly, A., Verhagen, J., Selker, R., Gronau, Q. F., Dropmann, D., boutin, B., et al. (2017) · Psychonomic Bulletin & Review · doi:10.3758/s13423-017-1323-7 · Cited by 1,705 · see citing works
Video game training enhances cognitive control in older adults
Anguera, J. A., Boccanfuso, J., Rintoul, J. L., Al-Hashimi, O., Faraji, F., Janowich, J., Kong, E., Larraburo, Y., Rolle, C., Johnston, E., et al. (2013) · Nature · doi:10.1038/nature12486 · Cited by 1,666 · see citing works
Is neocortex essentially multisensory?
GHAZANFAR, A., & SCHROEDER, C. (2006) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2006.04.008 · Cited by 1,463 · see citing works
Chapter 20 What are the differences between long-term, short-term, and working memory?
Cowan, N. (2008) · Progress in Brain Research · doi:10.1016/s0079-6123(07)00020-9 · Cited by 1,394 · see citing works
Benefits of multisensory learning
Shams, L., & Seitz, A. R. (2008) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2008.07.006 · Cited by 1,178 · see citing works
Self-citationMelby-Lervåg, M., Redick, T. S., & Hulme, C. (2016) · Perspectives on Psychological Science · doi:10.1177/1745691616635612 · Cited by 910 · see citing works
Transfer of Learning After Updating Training Mediated by the Striatum
Dahlin, E., Neely, A. S., Larsson, A., Bäckman, L., & Nyberg, L. (2008) · Science · doi:10.1126/science.1155466 · Cited by 892 · see citing works
Improving fluid intelligence with training on working memory: a meta-analysis
Au, J., Sheehan, E., Tsai, N., Duncan, G. J., Buschkuehl, M., & Jaeggi, S. M. (2015) · Psychonomic Bulletin & Review · doi:10.3758/s13423-014-0699-x · Cited by 671 · see citing works
Self-citationBoot, W. R., Simons, D. J., Stothart, C., & Stutts, C. (2013) · Perspectives on Psychological Science · doi:10.1177/1745691613491271 · Cited by 670 · see citing works
Jaeggi, S. M., Studer-Luethi, B., Buschkuehl, M., Su, Y.-F., Jonides, J., & Perrig, W. J. (2010) · Intelligence · doi:10.1016/j.intell.2010.09.001 · Cited by 509 · see citing works
Self-citationUnsworth, N., Redick, T. S., Heitz, R. P., Broadway, J. M., & Engle, R. W. (2009) · Memory · doi:10.1080/09658210902998047 · Cited by 479 · see citing works
What is working memory capacity, and how can we measure it?
Wilhelm, O., Hildebrandt, A., & Oberauer, K. (2013) · Frontiers in Psychology · doi:10.3389/fpsyg.2013.00433 · Cited by 468 · see citing works
The role of individual differences in cognitive training and transfer
Jaeggi, S. M., Buschkuehl, M., Shah, P., & Jonides, J. (2014) · Memory & Cognition · doi:10.3758/s13421-013-0364-z · Cited by 432 · see citing works
Self-citationWorking memory training revisited: A multi-level meta-analysis of n-back training studies
Soveri, A., Antfolk, J., Karlsson, L., Salo, B., & Laine, M. (2017) · Psychonomic Bulletin & Review · doi:10.3758/s13423-016-1217-0 · Cited by 350 · see citing works
Does Working Memory Training Transfer? A Meta-Analysis Including Training Conditions as Moderators
Schwaighofer, M., Fischer, F., & Bühner, M. (2015) · Educational Psychologist · doi:10.1080/00461520.2015.1036274 · Cited by 332 · see citing works
Implicit multisensory associations influence voice recognition
von Kriegstein, K., & Giraud, A.-L. (2006) · PLoS Biology · doi:10.1371/journal.pbio.0040326 · Cited by 309 · see citing works
Rapid discrimination of visual and multisensory memories revealed by electrical neuroimaging
Murray, M. M., Michel, C. M., de Peralta, R. G., Ortigue, S., Brunet, D., Andino, S. L. G., & Schnider, A. (2003) · NeuroImage · doi:10.1016/j.neuroimage.2003.09.035 · Cited by 244 · see citing works
Sound Facilitates Visual Learning
Seitz, A. R., Kim, R., & Shams, L. (2006) · Current Biology · doi:10.1016/j.cub.2006.05.048 · Cited by 243 · see citing works
Self-citationMultisensory Processes: A Balancing Act across the Lifespan
Murray, M. M., Lewkowicz, D. J., Amedi, A., & Wallace, M. T. (2016) · Trends in Neurosciences · doi:10.1016/j.tins.2016.05.003 · Cited by 242 · see citing works
Improving Methodological Standards in Behavioral Interventions for Cognitive Enhancement
Green, C. S., Bavelier, D., Kramer, A. F., Vinogradov, S., Ulrich Ansorge, A., Ball, K., Bingel, U., Chein, J. M., Colzato, L. S., Edwards, J. D., et al. (2019) · Journal of Cognitive Enhancement · doi:10.1007/s41465-018-0115-y · Cited by 236 · see citing works
Self-citationThe role of multisensory memories in unisensory object discrimination
Lehmann, S., & Murray, M. M. (2005) · Cognitive Brain Research · doi:10.1016/j.cogbrainres.2005.02.005 · Cited by 194 · see citing works
A Neural Region of Abstract Working Memory
Cowan, N., Li, D., Moffitt, A. J., Becker, T. M., Martin, E. A., Saults, J. S., & Christ, S. E. (2011) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.2011.21625 · Cited by 154 · see citing works
Benefits of Stimulus Congruency for Multisensory Facilitation of Visual Learning
Kim, R. S., Seitz, A. R., & Shams, L. (2008) · PLoS ONE · doi:10.1371/journal.pone.0001532 · Cited by 148 · see citing works
Self-citationWeicker, J., Villringer, A., & Thöne-Otto, A. (2016) · Neuropsychology · doi:10.1037/neu0000227 · Cited by 147 · see citing works
A multisensory perspective of working memory
Quak, M., London, R. E., & Talsma, D. (2015) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2015.00197 · Cited by 135 · see citing works
Heinzel, S., Schulte, S., Onken, J., Duong, Q.-L., Riemer, T., Heinz, A., Kathmann, N., & Rapp, M. A. (2013) · Aging Neuropsychology and Cognition · doi:10.1080/13825585.2013.790338 · Cited by 129 · see citing works
Influences of Multisensory Experience on Subsequent Unisensory Processing
Shams, L. B., Wozny, D. R., Kim, R. S., & Seitz, A. R. (2011) · Frontiers in Psychology · doi:10.3389/fpsyg.2011.00264 · Cited by 111 · see citing works
Self-citationHow to build better memory training games
Deveau, J., Jaeggi, S. M., Zordan, V. B., Phung, C., & Seitz, A. R. (2015) · Frontiers in Systems Neuroscience · doi:10.3389/fnsys.2014.00243 · Cited by 93 · see citing works
Self-citationAu, J., Gibson, B. C., Bunarjo, K., Buschkuehl, M., & Jaeggi, S. M. (2020) · Journal of Cognitive Enhancement · doi:10.1007/s41465-020-00164-6 · Cited by 91 · see citing works
Self-citationFougnie, D. L., & Marois, R. (2011) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/a0024834 · Cited by 89 · see citing works
Single-trial multisensory memories affect later auditory and visual object discrimination
Thelen, A., Talsma, D., & Murray, M. M. (2015) · Cognition · doi:10.1016/j.cognition.2015.02.003 · Cited by 87 · see citing works
A multisensory perspective on object memory
Matusz, P. J., Wallace, M. T., & Murray, M. M. (2017) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2017.04.008 · Cited by 80 · see citing works
The co-occurrence of multisensory facilitation and cross-modal conflict in the human brain
Diaconescu, A. O., Alain, C., & McIntosh, A. R. (2011) · Journal of Neurophysiology · doi:10.1152/jn.00303.2011 · Cited by 79 · see citing works
Mohammed, S., Flores, L., Deveau, J., Hoffing, R. C., Phung, C., Parlett, C., Sheehan, E., Lee, D. M., Au, J., Buschkuehl, M., et al. (2017) · Journal of Cognitive Enhancement · doi:10.1007/s41465-017-0047-y · Cited by 67 · see citing works
Self-citationLong-term brain effects of N-back training: an fMRI study
Miró‐Padilla, A., Bueichekú, E., Ventura‐Campos, N., Flores-Compañ, M.-J., Parcet, M. A., & Ávila, C. (2018) · Brain Imaging and Behavior · doi:10.1007/s11682-018-9925-x · Cited by 62 · see citing works
Strategy mediation in working memory training in younger and older adults
Forsberg, A., Fellman, D., Laine, M., Johnson, W., & Logie, R. H. (2020) · Quarterly Journal of Experimental Psychology · doi:10.1177/1747021820915107 · Cited by 58 · see citing works
Multisensory context portends object memory
Thelen, A., Matusz, P. J., & Murray, M. M. (2014) · Current Biology · doi:10.1016/j.cub.2014.06.040 · Cited by 56 · see citing works
Divergent Research Methods Limit Understanding of Working Memory Training
Pergher, V., Shalchy, M. A., Pahor, A., Van Hulle, M. M., Jaeggi, S. M., & Seitz, A. R. (2020) · Journal of Cognitive Enhancement · doi:10.1007/s41465-019-00134-7 · Cited by 56 · see citing works
Self-citationAre Working Memory Training Effects Paradigm-Specific?
Holmes, J., Woolgar, F., Hampshire, A., & Gathercole, S. E. (2019) · Frontiers in Psychology · doi:10.3389/fpsyg.2019.01103 · Cited by 55 · see citing works
(Un)Great Expectations: The Role of Placebo Effects in Cognitive Training
Tsai, N., Buschkuehl, M., Kamarsu, S., Shah, P., Jonides, J. J., & Jaeggi, S. M. (2018) · Journal of Applied Research in Memory and Cognition · doi:10.1016/j.jarmac.2018.06.001 · Cited by 42 · see citing works
Self-citationKüper, K., & Karbach, J. (2016) · Journal of Cognitive Psychology · doi:10.1080/20445911.2015.1118106 · Cited by 33 · see citing works
Broadbent, H. J., Osborne, T., Denis Mareschal, B., & Kirkham, N. Z. (2018) · Developmental Science · doi:10.1111/desc.12726 · Cited by 24 · see citing works
Semantically Congruent Visual Stimuli Can Improve Auditory Memory
Heikkilä, J., Alho, K., & Tiippana, K. M. (2017) · Multisensory Research · doi:10.1163/22134808-00002584 · Cited by 19 · see citing works
Semantically Congruent Visual Information Can Improve Auditory Recognition Memory in Older Adults
Heikkilä, J., Fagerlund, P., & Tiippana, K. M. (2017) · Multisensory Research · doi:10.1163/22134808-00002602 · Cited by 12 · see citing works
Neural mechanisms of multisensory perceptual learning
Kim, R., Seitz, A. R., & Shams, L. (2010) · Journal of Vision · doi:10.1167/8.6.976 · Cited by 1 · see citing works
Self-citation
Flagged first, then by citations
Cited by
Sorted by citations
Enriched learning: behavior, brain, and computation
Mathias, B., & von Kriegstein, K. (2022) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2022.10.007 · Cited by 70 · see citing works
Pahor, A., Seitz, A. R., & Jaeggi, S. M. (2022) · Nature Human Behaviour · doi:10.1038/s41562-022-01384-w · Cited by 34 · see citing works
Self-citationUnifying framework for cognitive training interventions in brain aging
Turnbull, A. G., Seitz, A. R., Tadin, D., & Lin, F. V. (2022) · Ageing Research Reviews · doi:10.1016/j.arr.2022.101724 · Cited by 32 · see citing works
Self-citationCan we enhance working memory? Bias and effectiveness in cognitive training studies
Rodas, J. A., Asimakopoulou, A. A., & Greene, C. M. (2024) · Psychonomic Bulletin & Review · doi:10.3758/s13423-024-02466-8 · Cited by 27 · see citing works
Guo, A., Yang, W., Yang, X., Lin, J., Li, Z., Ren, Y., Yang, J., & Wu, J. (2023) · Brain Sciences · doi:10.3390/brainsci13070992 · Cited by 16 · see citing works
Rapid assessment of hand reaching using virtual reality and application in cerebellar stroke
Isenstein, E. L., Vaz, T., LoPrete, A., Hernandez, Y., Knight, E. J., Busza, A. C., & Tadin, D. (2022) · PLoS ONE · doi:10.1371/journal.pone.0275220 · Cited by 15 · see citing works
Unicorn, Hare, or Tortoise? Using Machine Learning to Predict Working Memory Training Performance
Feng, Y., Pahor, A., Seitz, A. R., Barbour, D. L., & Jaeggi, S. M. (2023) · Journal of Cognition · doi:10.5334/joc.319 · Cited by 5 · see citing works
Self-citationKunnath, A. J., Bertisch, H. S., Kim, A. S., Gifford, R. H., & Wallace, M. T. (2025) · Scientific Reports · doi:10.1038/s41598-025-96121-4 · Cited by 3 · see citing works
Multisensory training based on an APP for enhanced verbal working memory in older adults
Zhu, R., Ma, X., Wang, Z., Hui, Q., Wang, X., & You, X. (2024) · Internet Interventions · doi:10.1016/j.invent.2024.100767 · Cited by 2 · see citing works
Pishghadam, R., Boustani, N., Gerwien, J., Shayesteh, S., & Abdwani, T. A. R. A. (2024) · Applied Psycholinguistics · doi:10.1017/s0142716424000419 · Cited by 2 · see citing works
Retraining Dorsal Visual Pathways Improves Cognitive Skills After a Mild Traumatic Brain Injury
Lawton, T. B., Shelley-Tremblay, J. F., Lee, R. R., & Huang, M. (2025) · Journal of Clinical Medicine · doi:10.3390/jcm14072273 · Cited by 2 · see citing works
Markey, P. M., Berry, B., & Feeney, E. (2021) · Elsevier eBooks · doi:10.1016/b978-0-323-91497-0.00006-0 · Cited by 2 · see citing works
Getting at Underlying Mechanisms of Far Transfer - the Mediating Role of Near TransferPreprint
Pahor, A., Seitz, A. R., & Jaeggi, S. M. (2021) · doi:10.31234/osf.io/q5xmp · Cited by 1 · see citing works
Self-citationOdhiambo, K. T., & OKoth, G. O. (2022) · International Journal of Research and Innovation in Social Science · doi:10.47772/ijriss.2022.6415
Lawton, T. B., Shelley-Tremblay, J. F., Lee, R. R., & Huang, M. (2025) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2025.1698605
Audiovisual N-back training in older adults: Benefits to working memory and audiovisual integration
Ren, Y., Li, R., Yu, J., Guo, A., Yang, X., Zheng, H., Huang, C. S., Yulin, G. A. O., & Yang, W. (2025) · Attention Perception & Psychophysics · doi:10.3758/s13414-025-03212-5
Meant to Be Heard: Storytelling in the Art Museum for All Ages
Poteet, C., & Sack, J. (2026) · Journal of Museum Education · doi:10.1080/10598650.2026.2747450
- Authors
- Pahor, A., Collins, C., Smith-Peirce, R. N., Moon, A., Stavropoulos, T., Silva, I., Peng, E., Jaeggi, S. M., & Seitz, A. R.
- Affiliations
- University of California, Riverside (US)
- University of California, Irvine (US)
- Corresponding author
- Pahor, Anja
- ORCID
- Venue
- Journal of Cognitive Enhancement
- Published
- 2020-11-27
- Volume
- 5
- Issue
- 3
- Pages
- 386-395
- ISSN
- 2509-3290 (ISSN-L)
- 2509-3304
- PMC
- PMC8415034
- OpenAlex
- W3108331140
- Cited by
- 17
- References
- 45
- Citations by year
- 2026: 1 · 2025: 4 · 2024: 3 · 2023: 2 · 2022: 5 · 2021: 2
- FWCI
- 2.18
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Journal of Cognitive Enhancement (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- eScholarship (California Digital Library) (submittedVersion)
- Funders
- National Institute on Aging (K02AG054665)
- National Institute of Mental Health (R01MH111742)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Functions and Memory
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Multisensory perception and integration
- Keywords
- multisensory integration, working memory training, n-back task, audiovisual stimuli, transfer of training, Corsi blocks, working memory span, cognitive training
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review