Strengthened effective connectivity underlies transfer of working memory training to tests of short-term memory and attention
Open accessAbstract
Although long considered a natively endowed and fixed trait, working memory (WM) ability has recently been shown to improve with intensive training. What remains controversial and poorly understood, however, are the neural bases of these training effects and the extent to which WM training gains transfer to other cognitive tasks. Here we present evidence from human electrophysiology (EEG) and simultaneous transcranial magnetic stimulation and EEG that the transfer of WM training to other cognitive tasks is supported by changes in task-related effective connectivity in frontoparietal and parieto-occipital networks that are engaged by both the trained and transfer tasks. One consequence of this effect is greater efficiency of stimulus processing, as evidenced by changes in EEG indices of individual differences in short-term memory capacity and in visual search performance. Transfer to search-related activity provides evidence that something more fundamental than task-specific strategy or stimulus-specific representations has been learned. Furthermore, these patterns of training and transfer highlight the role of common neural systems in determining individual differences in aspects of visuospatial cognition.
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?
Dual n-back working memory training has been associated with improvement on similar dual n-back tasks, other tasks of working memory, and fluid intelligence.
“Dual n-back working memory training has been associated with improvement on similar dual n-back tasks, other tasks of working memory, and the broader construct of fluid intelligence [5–18]”
From Dual N-back working memory training in healthy adults: A randomized comparison to processing speed training. (2016) · cites this paper as [7]
Studies reporting performance gains in digit span and reading span after dual n-back training suggest that training increases ability on untrained, closely related tasks (near transfer effects).
“Studies reporting performance gains in tasks such as digit span and reading span [6–8, 10,12] after dual n-back training suggest that training increases ability not only on the trained task (i.e., practice effects), but also on untrained, closely related tasks (near transfer effects).”
From Dual N-back working memory training in healthy adults: A randomized comparison to processing speed training. (2016) · cites this paper as [7]
Near and far transfer effects, albeit mixed, have been demonstrated after dual n-back training in younger (e.g., under 30) and older (e.g., over 60) age groups.
“Although near and far transfer effects, albeit mixed, have been demonstrated after dual n-back training in younger (e.g., under 30) and older (e.g., over 60) age groups [5–12,15,17,18] effects were not previously investigated in a middle age-range sample.”
From Dual N-back working memory training in healthy adults: A randomized comparison to processing speed training. (2016) · cites this paper as [7]
Effects of dual n-back training were not previously investigated in a middle age-range sample.
“Although near and far transfer effects, albeit mixed, have been demonstrated after dual n-back training in younger (e.g., under 30) and older (e.g., over 60) age groups [5–12,15,17,18] effects were not previously investigated in a middle age-range sample.”
From Dual N-back working memory training in healthy adults: A randomized comparison to processing speed training. (2016) · cites this paper as [7]
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
Delorme, A., & Makeig, S. (2004) · Journal of Neuroscience Methods · doi:10.1016/j.jneumeth.2003.10.009 · Cited by 24,371 · see citing works
Studies of interference in serial verbal reactions
Stroop, J. R. (1935) · Journal of Experimental Psychology · doi:10.1037/h0054651 · Cited by 18,622 · see citing works
Control of goal-directed and stimulus-driven attention in the brain
Corbetta, M., & Shulman, G. L. (2002) · Nature Reviews Neuroscience · doi:10.1038/nrn755 · Cited by 12,881 · see citing works
The magical number 4 in short-term memory: A reconsideration of mental storage capacity
Cowan, N. (2001) · Behavioral and Brain Sciences · doi:10.1017/s0140525x01003922 · Cited by 6,779 · see citing works
The capacity of visual working memory for features and conjunctions
Luck, S. J., & Vogel, E. K. (1997) · Nature · doi:10.1038/36846 · Cited by 4,053 · see citing works
N-back working memory paradigm: a meta-analysis of normative functional neuroimaging studies.
Owen, A. M., McMillan, K. M., Laird, A. R., & Bullmore, E. (2005) · Human Brain Mapping · doi:10.1002/hbm.20131 · Cited by 3,560 · see citing works
Improving fluid intelligence with training on working memory
Jaeggi, S. M., Buschkuehl, M., Jonides, J., & Perrig, W. J. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0801268105 · Cited by 2,187 · see citing works
An automated version of the operation span task
Unsworth, N., Heitz, R. P., Schrock, J. C., & Engle, R. W. (2005) · Behavior Research Methods · doi:10.3758/bf03192720 · Cited by 1,861 · see citing works
Neural activity predicts individual differences in visual working memory capacity
Vogel, E. K., & Machizawa, M. G. (2004) · Nature · doi:10.1038/nature02447 · Cited by 1,813 · see citing works
Discrete fixed-resolution representations in visual working memory
Zhang, W., & Luck, S. J. (2008) · Nature · doi:10.1038/nature06860 · Cited by 1,624 · see citing works
Mechanisms of skill acquisition and the law of practice
Newell, A., & Rosenbloom, P. S. (2018) · Figshare · doi:10.1184/r1/6607199.v1 · Cited by 1,365 · see citing works
Increased prefrontal and parietal activity after training of working memory
Olesen, P. J., Westerberg, H., & Klingberg, T. (2004) · Nature Neuroscience · doi:10.1038/nn1165 · Cited by 1,317 · see citing works
Working memory as an emergent property of the mind and brain
Postle, B. R. (2005) · Neuroscience · doi:10.1016/j.neuroscience.2005.06.005 · Cited by 1,151 · see citing works
Self-citationDynamic Shifts of Limited Working Memory Resources in Human Vision
Bays, P. M., & Husain, M. (2008) · Science · doi:10.1126/science.1158023 · Cited by 1,111 · see citing works
Is working memory training effective?
Shipstead, Z., Redick, T. S., & Engle, R. W. (2012) · Psychological Bulletin · doi:10.1037/a0027473 · Cited by 1,101 · see citing works
Familiarity and visual change detection
Pashler, H. (1988) · Perception & Psychophysics · doi:10.3758/bf03210419 · Cited by 1,024 · 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
Short- and long-term benefits of cognitive training
Jaeggi, S. M., Buschkuehl, M., Jonides, J., & Shah, P. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1103228108 · Cited by 769 · see citing works
Neural synchrony in cortical networks: history, concept and current status
Uhlhaas, P. (2009) · Frontiers in Integrative Neuroscience · doi:10.3389/neuro.07.017.2009 · Cited by 758 · see citing works
Betulin Is a Potent Anti-Tumor Agent that Is Enhanced by Cholesterol
Mullauer, F. B., Kessler, J. H., & Medema, J. P. (2009) · PLoS ONE · doi:10.1371/journal.pone.0005361 · Cited by 688 · see citing works
Acquisition of a memory skill.
Ericsson, K. A., Chase, W. G., & Faloon, S. (1980) · Science · doi:10.1126/science.7375930 · Cited by 579 · see citing works
Superior Parietal Cortex Is Critical for the Manipulation of Information in Working Memory
Koenigs, M. R., Barbey, A. K., Postle, B. R., & Grafman, J. H. (2009) · Journal of Neuroscience · doi:10.1523/jneurosci.3706-09.2009 · Cited by 568 · see citing works
Self-citationBreakdown in cortical effective connectivity during midazolam-induced loss of consciousness
Ferrarelli, F., Massimini, M., Sarasso, S., Casali, A., Riedner, B. A., Angelini, G., Tononi, G., & Pearce, R. A. (2010) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0913008107 · Cited by 554 · see citing works
Isolating the neural mechanisms of age-related changes in human working memory
Rypma, B., & D’Esposito, M. (2000) · Nature Neuroscience · doi:10.1038/74889 · Cited by 549 · see citing works
Training of Working Memory Impacts Structural Connectivity
Takeuchi, H., Sekiguchi, A., Taki, Y., Yokoyama, S., Yomogida, Y., Komuro, N., Yamanouchi, T., Suzuki, S., & Kawashima, R. (2010) · The Journal of Neuroscience · doi:10.1523/jneurosci.4611-09.2010 · Cited by 531 · see citing works
Attentional Templates in Visual Working Memory
Carlisle, N. B., Arita, J. T., Pardo, D., & Woodman, G. F. (2011) · Journal of Neuroscience · doi:10.1523/jneurosci.1097-11.2011 · Cited by 391 · see citing works
Chein, J. M., & Morrison, A. B. (2010) · Psychonomic Bulletin & Review · doi:10.3758/pbr.17.2.193 · Cited by 362 · see citing works
Cortical mechanisms of space-based and object-based attentional control
Yantis, S., & Serences, J. T. (2003) · Current Opinion in Neurobiology · doi:10.1016/s0959-4388(03)00033-3 · Cited by 342 · see citing works
Human Cortical Excitability Increases with Time Awake
Huber, R., Mäki, H., Rosanova, M., Casarotto, S., Canali, P., Casali, A. G., Tononi, G., & Massimini, M. (2012) · Cerebral Cortex · doi:10.1093/cercor/bhs014 · Cited by 308 · see citing works
Neural bases of selective attention in action video game players
Bavelier, D., Achtman, R. L., Mani, M., & Föcker, J. (2011) · Vision Research · doi:10.1016/j.visres.2011.08.007 · Cited by 303 · see citing works
Covert expectation-of-reward in rat ventral striatum at decision points
van der Meer, M. A. A. (2009) · Frontiers in Integrative Neuroscience · doi:10.3389/neuro.07.001.2009 · Cited by 296 · see citing works
Casarotto, S., Lauro, L. J. R., Bellina, V., Casali, A. G., Rosanova, M., Pigorini, A., Defendi, S., Mariotti, M., & Massimini, M. (2010) · PLoS ONE · doi:10.1371/journal.pone.0010281 · Cited by 223 · see citing works
General indices to characterize the electrical response of the cerebral cortex to TMS
Casali, A. G., Casarotto, S., Rosanova, M., Mariotti, M., & Massimini, M. (2009) · NeuroImage · doi:10.1016/j.neuroimage.2009.09.026 · Cited by 181 · see citing works
The where and how of attention-based rehearsal in spatial working memory
Postle, B. R., Awh, E., Jonides, J. J., SMITH, E. E., & D’Esposito, M. (2004) · Cognitive Brain Research · doi:10.1016/j.cogbrainres.2004.02.008 · Cited by 171 · see citing works
Self-citationvan Dijk, H., van der Werf, J., Mazaheri, A., Medendorp, W. P., & Jensen, O. B. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0908821107 · Cited by 166 · see citing works
Perceptual Learning Selectively Refines Orientation Representations in Early Visual Cortex
Jehee, J. F. M., Ling, S., Swisher, J. D., van Bergen, R. S., & Tong, F. (2012) · Journal of Neuroscience · doi:10.1523/jneurosci.6112-11.2012 · Cited by 156 · see citing works
Verhaeghen, P., Cerella, J., & Basak, C. (2004) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.30.6.1322 · Cited by 124 · see citing works
Dual n-back training increases the capacity of the focus of attention
Lilienthal, L., Tamez, E., Shelton, J. T., Myerson, J., & Hale, S. (2013) · Psychonomic Bulletin & Review · doi:10.3758/s13423-012-0335-6 · Cited by 112 · see citing works
Visual Search Elicits the Electrophysiological Marker of Visual Working Memory
Emrich, S. M., Al-Aidroos, N., Pratt, J., & Ferber, S. (2009) · PLoS ONE · doi:10.1371/journal.pone.0008042 · Cited by 89 · see citing works
Self-citationVisual Search Demands Dictate Reliance on Working Memory Storage
Luria, R., & Vogel, E. K. (2011) · Journal of Neuroscience · doi:10.1523/jneurosci.6453-10.2011 · Cited by 82 · see citing works
Encoding strategy and not visual working memory capacity correlates with intelligence
Cusack, R., Lehmann, M., Veldsman, M., & Mitchell, D. J. (2009) · Psychonomic Bulletin & Review · doi:10.3758/pbr.16.4.641 · Cited by 76 · see citing works
Hamidi, M., Tononi, G., & Postle, B. R. (2008) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2008.08.026 · Cited by 63 · see citing works
Self-citationTask-dependent changes in cortical excitability and effective connectivity: a combined TMS-EEG study
Johnson, J. S., Kundu, B., Casali, A. G., & Postle, B. R. (2012) · Journal of Neurophysiology · doi:10.1152/jn.00707.2011 · Cited by 58 · see citing works
Self-citationEmrich, S. M., Al-Aidroos, N., Pratt, J., & Ferber, S. (2010) · Quarterly Journal of Experimental Psychology · doi:10.1080/17470218.2010.483768 · Cited by 40 · see citing works
Self-citationMachizawa, M. G., & Driver, J. (2010) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2010.11.032 · Cited by 39 · see citing works
Attention and short-term memory: Crossroads
Nobre, A. C., & Stokes, M. G. (2011) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2011.04.014 · Cited by 29 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Melby-Lervåg, M., Redick, T. S., & Hulme, C. (2016) · Perspectives on Psychological Science · doi:10.1177/1745691616635612 · Cited by 910 · 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
The neuroscience of working memory capacity and training
Constantinidis, C., & Klingberg, T. (2016) · Nature Reviews Neuroscience · doi:10.1038/nrn.2016.43 · Cited by 533 · 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
Working 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
Complex span and n-back measures of working memory: A meta-analysis
Redick, T. S., & Lindsey, D. R. B. (2013) · Psychonomic Bulletin & Review · doi:10.3758/s13423-013-0453-9 · Cited by 305 · see citing works
Working memory training involves learning new skills
Gathercole, S. E., Dunning, D. L., Holmes, J., & Norris, D. (2019) · Journal of Memory and Language · doi:10.1016/j.jml.2018.10.003 · Cited by 225 · see citing works
Weicker, J., Villringer, A., & Thöne-Otto, A. (2016) · Neuropsychology · doi:10.1037/neu0000227 · Cited by 147 · see citing works
The cognitive neuroscience of visual short-term memory
Postle, B. R. (2015) · Current Opinion in Behavioral Sciences · doi:10.1016/j.cobeha.2014.08.004 · Cited by 149 · see citing works
Self-citationKable, J. W., Caulfield, M. K., Falcone, M., McConnell, M., Bernardo, L., Parthasarathi, T., Cooper, N., Ashare, R., Audrain-McGovern, J., Hornik, R., et al. (2017) · The Journal of Neuroscience · doi:10.1523/jneurosci.2832-16.2017 · Cited by 124 · see citing works
Neural effects of short-term training on working memory
Buschkuehl, M., Hernandez-Garcia, L., Jaeggi, S. M., Bernard, J. A., & Jonides, J. (2014) · Cognitive, Affective, & Behavioral Neuroscience · doi:10.3758/s13415-013-0244-9 · Cited by 117 · see citing works
Dougherty, M. R., Hamovitz, T., & Tidwell, J. W. (2016) · Psychonomic Bulletin & Review · doi:10.3758/s13423-015-0865-9 · Cited by 106 · see citing works
Dynamics of the human structural connectome underlying working memory training
Caeyenberghs, K., Metzler-Baddeley, C., Foley, S., & Jones, D. K. (2016) · The Journal of Neuroscience · doi:10.1523/jneurosci.1973-15.2016 · Cited by 91 · see citing works
Training working memory: Limits of transfer
Sprenger, A. M., Atkins, S. M., Bolger, D. J., Harbison, J. I., Novick, J. M., Chrabaszcz, J. S., Weems, S. A., Smith, V., Bobb, S., Bunting, M. F., et al. (2013) · Intelligence · doi:10.1016/j.intell.2013.07.013 · Cited by 96 · see citing works
N-back Versus Complex Span Working Memory Training
Blacker, K. J., Negoita, S., Ewen, J. B., & Courtney, S. M. (2017) · Journal of Cognitive Enhancement · doi:10.1007/s41465-017-0044-1 · Cited by 74 · see citing works
Lawlor-Savage, L., & Goghari, V. M. (2016) · PLOS ONE · doi:10.1371/journal.pone.0151817 · Cited by 74 · see citing works
The mechanisms of far transfer from cognitive training: Review and hypothesis.
Greenwood, P. M., & Parasuraman, R. (2016) · Neuropsychology · doi:10.1037/neu0000235 · Cited by 62 · 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
Working memory training improves visual short-term memory capacity
Schwarb, H., Nail, J., & Schumacher, E. H. (2016) · Psychological Research · doi:10.1007/s00426-015-0648-y · Cited by 55 · see citing works
Yamashita, M., Kawato, M., & Imamizu, H. (2015) · Scientific Reports · doi:10.1038/srep07622 · Cited by 53 · see citing works
Transfer after working memory updating training
Waris, O., Soveri, A., & Laine, M. (2015) · PLOS ONE · doi:10.1371/journal.pone.0138734 · Cited by 47 · see citing works
Tidwell, J. W., Dougherty, M. R., Chrabaszcz, J. R., Thomas, R. P., & Mendoza, J. L. (2014) · Psychonomic Bulletin & Review · doi:10.3758/s13423-013-0560-7 · Cited by 45 · see citing works
The effect of monetary compensation on cognitive training outcomes
Katz, B., Jaeggi, S. M., Buschkuehl, M., Shah, P., & Jonides, J. (2018) · Learning and Motivation · doi:10.1016/j.lmot.2017.12.002 · Cited by 31 · see citing works
- Authors
- Kundu, B., Sutterer, D. W., Emrich, S. M., & Postle, B. R.
- Affiliations
- University of Wisconsin–Madison (US)
- University of Oregon (US)
- Brock University (CA)
- Venue
- The Journal of Neuroscience
- Publisher
- Society for Neuroscience
- Published
- 2013-05-15
- Volume
- 33
- Issue
- 20
- Pages
- 8705-8715
- ISSN
- 0270-6474 (ISSN-L)
- 1529-2401
- PMC
- PMC3758887
- OpenAlex
- W2076323188
- Cited by
- 161
- References
- 46
- Citations by year
- 2026: 4 · 2025: 6 · 2024: 6 · 2023: 6 · 2022: 5 · 2021: 8 · 2020: 11 · 2019: 16 · 2018: 20 · 2017: 19 · 2016: 16 · 2015: 15 · 2014: 20 · 2013: 9
- FWCI
- 26.82
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Journal of Neuroscience (publishedVersion, cc-by-nc-sa)
- Europe PMC (PubMed Central) (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Institute of Mental Health (R01MH064498, MH-095428, MH064498, R01MH095984, F30MH095428)
- National Institute of General Medical Sciences (T32GM008692)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Functions and Memory
- Keywords
- working memory training, transfer of training, effective connectivity, short-term memory capacity, visual search, attention, frontoparietal network, individual differences, visuospatial cognition, transcranial magnetic stimulation, EEG
- MeSH terms
- Adolescent, Adult, Algorithms, Analysis of Variance, Attention, Brain, Brain Mapping, Color Perception, Electroencephalography, Evoked Potentials, Female, Humans, Magnetic Resonance Imaging, Male, Memory, Short-Term, Neural Pathways, Neuronal Plasticity, Neuropsychological Tests, Photic Stimulation, Psychometrics, Psychomotor Performance, Reaction Time, Space Perception, Transfer, Psychology, Transcranial Magnetic Stimulation, Young Adult
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