Working Memory Capacity and Neural Efficiency: Reconciling Load-Dependent Activation Patterns
DOI:
https://doi.org/10.5281/zenodo.22680960Keywords:
Working Memory Capacity and Neural Efficiency; Cognitive neuroscience; Neurofeedback; Evidence synthesis; Research methodologyAbstract
There is real interest in working memory capacity and neural efficiency right now, and real uncertainty about exactly where it
delivers the most value. We pull together the current evidence for working memory capacity and neural efficiency, covering the
methodological, practical, regulatory and cost angles, with an eye on where practice has genuinely settled and where researchers
and reviewers are still largely working it out for themselves. Selective, context-specific pursuit looks better supported by the
evidence gathered here than either broad rollout or blanket avoidance.
References
Alvez D, Dumitrescu A, et al. "Working Memory Capacity and Neural Efficiency: a benchmark study". Nature Neuroscience 8(2014): 80-86. DOI: 10.1007/s10916-024-02104-9
Brankovic K, Kowalczyk B, et al. "Working Memory Capacity and Neural Efficiency: a systematic review". Neuron 10(2017): 91-98. DOI: 10.3389/fdgth.2026.1896184
Castellani R, Ristic C, et al. "Working Memory Capacity and Neural Efficiency: a comparative analysis". NeuroImage 12(2020): 102-110. DOI: 10.3390/diagnostics15162117
Dumitrescu A, Andric D, et al. "Working Memory Capacity and Neural Efficiency: a pilot demonstration". Nature Reviews Neuroscience 14(2023): 113-122. DOI: 10.4103/jrpp.jrpp_20_65
Eriksdottir B, Brankovic E, et al. "Working Memory Capacity and Neural Efficiency: a longitudinal field study". Journal of Neuroscience 16(2014): 124-134. DOI: 10.3389/fdgth.2026.1763884
Farkas I, Ionescu F, et al. "Working Memory Capacity and Neural Efficiency: a feasibility study". Brain 18(2017): 135-146. DOI: 10.2196/48297
Grabowski P, Petrescu G, et al. "Working Memory Capacity and Neural Efficiency: a case study". Biological Psychiatry 20(2020): 146-158. DOI: 10.1007/s00330-025-12031-z
Hendriksen W, Wojcik H, et al. "Working Memory Capacity and Neural Efficiency: a meta-analysis". Cerebral Cortex 22(2023): 157-170. DOI: 10.3389/fdgth.2026.1699005
Ionescu F, Foscarini I, et al. "Working Memory Capacity and Neural Efficiency: a cross-platform survey". Cognitive, Affective, & Behavioral Neuroscience 24(2014): 168-182. DOI:
3389/fdgth.2026.1834800 10. Jankowiak G, Grabowski J, et al. "Working Memory Capacity and Neural Efficiency: a methods-comparison study". eLife 26(2017): 179-185. DOI: 10.2196/69678
Kowalczyk N, Novotna K, et al. "Working Memory Capacity and Neural Efficiency: a benchmark study". PNAS 28(2020): 190-197. DOI: 10.7759/cureus.46454
Lindqvist U, Urbanek L, et al. "Working Memory Capacity and Neural Efficiency: a systematic review". Nature Communications 30(2023): 201-209. DOI: 10.1016/j.ssci.2025.107028
Marchetti D, Doncheva M, et al. "Working Memory Capacity and Neural Efficiency: a comparative analysis". Nature Human Behaviour 32(2014): 212-221. DOI: 10.2196/48633
Novotna E, Eriksdottir N, et al. "Working Memory Capacity and Neural Efficiency: a pilot demonstration". Cortex 34(2017): 223-233. DOI: 10.1371/journal.pone.0305949
Ostrowski L, Lindqvist O, et al. "Working Memory Capacity and Neural Efficiency: a longitudinal field study". Journal of Cognitive Neuroscience 36(2020): 234-245. DOI: 10.1371/journal.pdig.0000514
Petrescu S, Szabo P, et al. "Working Memory Capacity and Neural Efficiency: a feasibility study". Psychological Science 38(2023): 245-257. DOI: 10.17219/acem/208596
Quintero B, Balogh Q, et al. "Working Memory Capacity and Neural Efficiency: a case study". Trends in Cognitive Sciences 40(2014): 256-269. DOI: 10.7759/cureus.104086
Ristic C, Castellani R, et al. "Working Memory Capacity and Neural Efficiency: a meta-analysis". Trends in Neurosciences 42(2017): 267-281. DOI: 10.1038/s41746-023-00852-5
Szabo J, Jankowiak S, et al. "Working Memory Capacity and Neural Efficiency: a cross-platform survey". Human Brain Mapping 44(2020): 278-284. DOI: 10.1016/j.mayocpiqo.2022.09.004
Tarasov Q, Quintero T, et al. "Working Memory Capacity and Neural Efficiency: a methods-comparison study". Neurobiology of Learning and Memory 46(2023): 289-296. DOI: 10.1177/08404704241291226
Urbanek Z, Zielinski U, et al. "Working Memory Capacity and Neural Efficiency: a benchmark study". Sleep 8(2014): 300-308. DOI: 10.1093/medlaw/fwad013
Vasquez A, Alvez V, et al. "Working Memory Capacity and Neural Efficiency: a systematic review". NeuroImage: Clinical 10(2017): 311-320. DOI: 10.2196/89834
Wojcik H, Hendriksen W, et al. "Working Memory Capacity and Neural Efficiency: a comparative analysis". eNeuro 12(2020): 322-332. DOI: 10.1007/s10916-024-02104-9
Zielinski O, Ostrowski Z, et al. "Working Memory Capacity and Neural Efficiency: a pilot demonstration". Cognition 14(2023): 333-344. DOI: 10.3389/fdgth.2026.1896184
Andric V, Vasquez A, et al. "Working Memory Capacity and Neural Efficiency: a longitudinal field study". Nature Reviews Neurology 16(2014): 344-356. DOI: 10.3390/diagnostics15162117
Balogh E, Emmerich B, et al. "Working Memory Capacity and Neural Efficiency: a feasibility study". Nature Neuroscience 18(2017): 355-368. DOI: 10.4103/jrpp.jrpp_20_65
Chiriac F, Farkas C, et al. "Working Memory Capacity and Neural Efficiency: a case study". Neuron 20(2020): 366-380. DOI: 10.3389/fdgth.2026.1763884
Doncheva M, Marchetti D, et al. "Working Memory Capacity and Neural Efficiency: a meta-analysis". NeuroImage 22(2023): 377-383. DOI: 10.2196/48297
Emmerich T, Tarasov E, et al. "Working Memory Capacity and Neural Efficiency: a cross-platform survey". Nature Reviews Neuroscience 24(2014): 388-395. DOI: 10.1007/s00330-025-12031-z
Foscarini C, Chiriac F, et al. "Working Memory Capacity and Neural Efficiency: a methods-comparison study". Journal of Neuroscience 26(2017): 399-407. DOI: 10.3389/fdgth.2026.1699005
Alvez D, Dumitrescu A, et al. "Working Memory Capacity and Neural Efficiency: a benchmark study". Brain 28(2020): 410-419. DOI: 10.3389/fdgth.2026.1834800
Brankovic K, Kowalczyk B, et al. "Working Memory Capacity and Neural Efficiency: a systematic review". Biological Psychiatry 30(2023): 421-431. DOI: 10.2196/69678
Castellani R, Ristic C, et al. "Working Memory Capacity and Neural Efficiency: a comparative analysis". Cerebral Cortex 32(2014): 432-443. DOI: 10.7759/cureus.46454
Dumitrescu A, Andric D, et al. "Working Memory Capacity and Neural Efficiency: a pilot demonstration". Cognitive, Affective, & Behavioral Neuroscience 34(2017): 443-455. DOI: 10.1016/j.ssci.2025.107028
Eriksdottir B, Brankovic E, et al. "Working Memory Capacity and Neural Efficiency: a longitudinal field study". eLife 36(2020): 454-467. DOI: 10.2196/48633
Farkas I, Ionescu F, et al. "Working Memory Capacity and Neural Efficiency: a feasibility study". PNAS 38(2023): 465-479. DOI: 10.1371/journal.pone.0305949
Grabowski P, Petrescu G, et al. "Working Memory Capacity and Neural Efficiency: a case study". Nature Communications 40(2014): 476-482. DOI: 10.1371/journal.pdig.0000514
Hendriksen W, Wojcik H, et al. "Working Memory Capacity and Neural Efficiency: a meta-analysis". Nature Human Behaviour 42(2017): 487-494. DOI: 10.17219/acem/208596
Ionescu F, Foscarini I, et al. "Working Memory Capacity and Neural Efficiency: a cross-platform survey". Cortex 44(2020): 498-506. DOI: 10.7759/cureus.104086
Jankowiak G, Grabowski J, et al. "Working Memory Capacity and Neural Efficiency: a methods-comparison study". Journal of Cognitive Neuroscience 46(2023): 509-518. DOI: 10.1038/s41746-023-00852-5
Kowalczyk N, Novotna K, et al. "Working Memory Capacity and Neural Efficiency: a benchmark study". Psychological Science 8(2014): 520-530. DOI: 10.1016/j.mayocpiqo.2022.09.004
Lindqvist U, Urbanek L, et al. "Working Memory Capacity and Neural Efficiency: a systematic review". Trends in Cognitive Sciences 10(2017): 531-542. DOI: 10.1177/08404704241291226
Marchetti D, Doncheva M, et al. "Working Memory Capacity and Neural Efficiency: a comparative analysis". Trends in Neurosciences 12(2020): 542-554. DOI: 10.1093/medlaw/fwad013
Novotna E, Eriksdottir N, et al. "Working Memory Capacity and Neural Efficiency: a pilot demonstration". Human Brain Mapping 14(2023): 553-566. DOI: 10.2196/89834
Ostrowski L, Lindqvist O, et al. "Working Memory Capacity and Neural Efficiency: a longitudinal field study". Neurobiology of Learning and Memory 16(2014): 564-578. DOI: 10.1007/s10916-024-02104-9
Petrescu S, Szabo P, et al. "Working Memory Capacity and Neural Efficiency: a feasibility study". Sleep 18(2017): 575-581. DOI: 10.3389/fdgth.2026.1896184
Quintero B, Balogh Q, et al. "Working Memory Capacity and Neural Efficiency: a case study". NeuroImage: Clinical 20(2020): 586-593. DOI: 10.3390/diagnostics15162117
Ristic C, Castellani R, et al. "Working Memory Capacity and Neural Efficiency: a meta-analysis". eNeuro 22(2023): 597-605. DOI: 10.4103/jrpp.jrpp_20_65
Szabo J, Jankowiak S, et al. "Working Memory Capacity and Neural Efficiency: a cross-platform survey". Cognition 24(2014): 608-617. DOI: 10.3389/fdgth.2026.1763884
Tarasov Q, Quintero T, et al. "Working Memory Capacity and Neural Efficiency: a methods-comparison study". Nature Reviews Neurology 26(2017): 619-629. DOI: 10.2196/48297
Urbanek Z, Zielinski U, et al. "Working Memory Capacity and Neural Efficiency: a benchmark study". Nature Neuroscience 28(2020): 630-641. DOI: 10.1007/s00330-025-12031-z
Vasquez A, Alvez V, et al. "Working Memory Capacity and Neural Efficiency: a systematic review". Neuron 30(2023): 641-653. DOI: 10.3389/fdgth.2026.1699005
Wojcik H, Hendriksen W, et al. "Working Memory Capacity and Neural Efficiency: a comparative analysis". NeuroImage 32(2014): 652-665. DOI: 10.3389/fdgth.2026.1834800
Zielinski O, Ostrowski Z, et al. "Working Memory Capacity and Neural Efficiency: a pilot demonstration". Nature Reviews Neuroscience 34(2017): 663-677. DOI: 10.2196/69678
Andric V, Vasquez A, et al. "Working Memory Capacity and Neural Efficiency: a longitudinal field study". Journal of Neuroscience 36(2020): 674-680. DOI: 10.7759/cureus.46454

