Hippocampal Structure Predicts Statistical Learning and Associative Inference Abilities during Development
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Despite the importance of learning and remembering across the lifespan, little is known about how the episodic memory system develops to support the extraction of associative structure from the environment. Here, we relate individual differences in volumes along the hippocampal long axis to performance on statistical learning and associative inference tasks—both of which require encoding associations that span multiple episodes—in a developmental sample ranging from ages 6 to 30 years. Relating age to volume, we found dissociable patterns across the hippocampal long axis, with opposite nonlinear volume changes in the head and body. These structural differences were paralleled by performance gains across the age range on both tasks, suggesting improvements in the cross-episode binding ability from childhood to adulthood. Controlling for age, we also found that smaller hippocampal heads were associated with superior behavioral performance on both tasks, consistent with this region's hypothesized role in forming generalized codes spanning events. Collectively, these results highlight the importance of examining hippocampal development as a function of position along the hippocampal axis and suggest that the hippocampal head is particularly important in encoding associative structure across development.
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Desikan, R. S., Ségonne, F., Fischl, B., Quinn, B. T., Dickerson, B. C., Blacker, D., Buckner, R. L., Dale, A. M., Maguire, R. P., Hyman, B. T., et al. (2006) · NeuroImage · doi:10.1016/j.neuroimage.2006.01.021 · Cited by 13,324 · see citing works
(1991) · Medical Entomology and Zoology · Cited by 8,071 · see citing works
Regression and time series model selection in small samples
HURVICH, C. M., & TSAI, C.-L. (1989) · Biometrika · doi:10.1093/biomet/76.2.297 · Cited by 6,586 · see citing works
Insensitivity to future consequences following damage to human prefrontal cortex
Bechara, A., Damasio, A. R., Damasio, H., & Anderson, S. W. (1994) · Cognition · doi:10.1016/0010-0277(94)90018-3 · Cited by 6,128 · see citing works
Brain development during childhood and adolescence: a longitudinal MRI study
Giedd, J. N., Blumenthal, J., Jeffries, N. O., Castellanos, F. X., Liu, H., Zijdenbos, A., Paus, T., Evans, A. C., & Rapoport, J. L. (1999) · Nature Neuroscience · doi:10.1038/13158 · Cited by 5,552 · see citing works
A reproducible evaluation of ANTs similarity metric performance in brain image registration
Avants, B. B., Tustison, N. J., Song, G., Cook, P. A., Klein, A., & Gee, J. C. (2011) · NeuroImage · doi:10.1016/j.neuroimage.2010.09.025 · Cited by 4,796 · see citing works
Navigation-related structural change in the hippocampi of taxi drivers
Maguire, E. A., Gadian, D. G., Johnsrude, I. S., Good, C. D., Ashburner, J., Frackowiak, R. S. J., & Frith, C. D. (2000) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.070039597 · Cited by 3,225 · see citing works
Regional Brain Changes in Aging Healthy Adults: General Trends, Individual Differences and Modifiers
Raz, N., Lindenberger, U., Rodrigue, K. M., Kennedy, K. M., Head, D., Williamson, A., Dahle, C., Gerstorf, D., & Acker, J. D. (2005) · Cerebral Cortex · doi:10.1093/cercor/bhi044 · Cited by 2,875 · see citing works
Individual Differences in Inhibitory Control and Children's Theory of Mind
Carlson, S. M., & Moses, L. J. (2001) · Child Development · doi:10.1111/1467-8624.00333 · Cited by 2,072 · see citing works
Functional organization of the hippocampal longitudinal axis
Strange, B. A., Witter, M. P., Lein, E. S., & Moser, E. I. (2014) · Nature reviews. Neuroscience · doi:10.1038/nrn3785 · Cited by 1,738 · see citing works
Regressive Events in Neurogenesis
Cowan, W. M., Fawcett, J. W., O'Leary, D. D. M., & Stanfield, B. B. (1984) · Science · doi:10.1126/science.6474175 · Cited by 1,316 · see citing works
Norman, K. A., & O'Reilly, R. C. (2003) · Psychological Review · doi:10.1037/0033-295x.110.4.611 · Cited by 1,312 · see citing works
Morphometric study of human cerebral cortex development
Huttenlocher, P. R. (1990) · Neuropsychologia · doi:10.1016/0028-3932(90)90031-i · Cited by 1,239 · see citing works
Unbiased stereological estimation of the number of neurons in the human hippocampus
West, M. J., & Gundersen, H. J. G. (1990) · Journal of Comparative Neurology · doi:10.1002/cne.902960102 · Cited by 1,153 · see citing works
Wechsler Abbreviated Scale of Intelligence--Second Edition
Wechsler, D. (2018) · PsycTESTS Dataset · doi:10.1037/t15171-000 · Cited by 1,153 · see citing works
London taxi drivers and bus drivers: A structural MRI and neuropsychological analysis
Maguire, E. A., Woollett, K., & Spiers, H. J. (2006) · Hippocampus · doi:10.1002/hipo.20233 · Cited by 918 · see citing works
Brain development, gender and IQ in children
Reiss, A. L., Abrams, M. T., Singer, H. S., ROSS, J. L., & DENCKLA, M. B. (1996) · Brain · doi:10.1093/brain/119.5.1763 · Cited by 867 · see citing works
Conjunctive representations in learning and memory: Principles of cortical and hippocampal function.
O'Reilly, R. C., & Rudy, J. W. (2001) · Psychological Review · doi:10.1037//0033-295x.108.2.311 · Cited by 865 · see citing works
Observing the transformation of experience into memory
Paller, K. A., & Wagner, A. D. (2002) · Trends in Cognitive Sciences · doi:10.1016/s1364-6613(00)01845-3 · Cited by 852 · see citing works
Unsupervised Statistical Learning of Higher-Order Spatial Structures from Visual Scenes
Fiser, J., & Aslin, R. Ν. (2001) · Psychological Science · doi:10.1111/1467-9280.00392 · Cited by 806 · see citing works
Some Implementations of the Boxplot
Frigge, M. L., Hoaglin, D. C., & Iglewicz, B. (1989) · The American Statistician · doi:10.1080/00031305.1989.10475612 · Cited by 735 · see citing works
Sowell, E. R., Trauner, D. A., Gamst, A., & Jernigan, T. L. (2002) · Developmental Medicine and Child Neurology · doi:10.1017/s0012162201001591 · Cited by 701 · see citing works
Anatomic basis of amygdaloid and hippocampal volume measurement by magnetic resonance imaging
Watson, C. E., Andermann, F., GLOOR, P., Jones‐Gotman, M., Peters, T. M., Evans, A. C., Olivier, A., Melanson, D., & Leroux, G. (1992) · Neurology · doi:10.1212/wnl.42.9.1743 · Cited by 665 · see citing works
Statistical learning of higher-order temporal structure from visual shape sequences.
Fiser, J., & Aslin, R. (2002) · Journal of Experimental Psychology. Learning, Memory and Cognition · doi:10.1037//0278-7393.28.3.458 · Cited by 641 · see citing works
Introduction to Research Topic – Binocular Rivalry: A Gateway to Studying Consciousness
Maier, A., Panagiotaropoulos, T. I., Tsuchiya, N., & Keliris, G. A. (2012) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2012.00263 · Cited by 629 · see citing works
Petten, C. K. V. (2004) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2004.04.006 · Cited by 593 · see citing works
Integrating Memories in the Human Brain: Hippocampal-Midbrain Encoding of Overlapping Events
Daphna Shohamy, A., & Wagner, A. D. (2008) · Neuron · doi:10.1016/j.neuron.2008.09.023 · Cited by 525 · see citing works
Zeithamová, D., Dominick, A. L., & Preston, A. R. (2012) · Neuron · doi:10.1016/j.neuron.2012.05.010 · Cited by 521 · see citing works
Self-citationStatistical learning of higher-order temporal structure from visual shape sequences.
Fiser, J., & Aslin, R. Ν. (2002) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.28.3.458 · Cited by 505 · see citing works
Østby, Y., Tamnes, C. K., Fjell, A. M., Westlye, L. T., Due-Tønnessen, P., & Walhovd, K. B. (2009) · The Journal of Neuroscience · doi:10.1523/jneurosci.1242-09.2009 · Cited by 480 · see citing works
Shaping of Object Representations in the Human Medial Temporal Lobe Based on Temporal Regularities
Schapiro, A. C., Kustner, L. V., & Turk-Browne, N. B. (2012) · Current Biology · doi:10.1016/j.cub.2012.06.056 · Cited by 430 · see citing works
Self-citationDynamic mapping of normal human hippocampal development
Gogtay, N., Nugent, T. F., Herman, D. H., Ordonez, A., Greenstein, D., Hayashi, K. M., Clasen, L., Toga, A. W., Giedd, J. N., Rapoport, J. L., et al. (2006) · Hippocampus · doi:10.1002/hipo.20193 · Cited by 426 · see citing works
Memory integration: neural mechanisms and implications for behavior
Schlichting, M. L., & Preston, A. R. (2014) · Current Opinion in Behavioral Sciences · doi:10.1016/j.cobeha.2014.07.005 · Cited by 404 · see citing works
Self-citationSchlichting, M. L., Mumford, J. A., & Preston, A. R. (2015) · Nature Communications · doi:10.1038/ncomms9151 · Cited by 381 · see citing works
Self-citationMaguire, E. A., & Mummery, C. J. (1999) · Hippocampus · doi:10.1002/(sici)1098-1063(1999)9:1 · Cited by 362 · see citing works
Statistical Learning: From Acquiring Specific Items to Forming General Rules
Aslin, R. N., & Newport, E. L. (2012) · Current Directions in Psychological Science · doi:10.1177/0963721412436806 · Cited by 348 · see citing works
The Necessity of the Medial Temporal Lobe for Statistical Learning
Schapiro, A. C., Gregory, E., Landau, B., McCloskey, M. E., & Turk‐Browne, N. B. (2014) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_00578 · Cited by 315 · see citing works
Self-citationNeural changes underlying the development of episodic memory during middle childhood
Ghetti, S., & Bunge, S. A. (2012) · Developmental Cognitive Neuroscience · doi:10.1016/j.dcn.2012.05.002 · Cited by 312 · see citing works
Building hippocampal circuits to learn and remember: Insights into the development of human memory
Lavenex, P., & Lavenex, P. B. (2013) · Behavioural Brain Research · doi:10.1016/j.bbr.2013.02.007 · Cited by 309 · see citing works
Poppenk, J., & Moscovitch, M. (2011) · Neuron · doi:10.1016/j.neuron.2011.10.014 · Cited by 302 · see citing works
Hippocampal contribution to the novel use of relational information in declarative memory
Preston, A. R., Shrager, Y., Dudukovic, N. M., & Gabrieli, J. D. E. (2004) · Hippocampus · doi:10.1002/hipo.20009 · Cited by 296 · see citing works
Self-citationMeasurement of hippocampal subfields and age-related changes with high resolution MRI at 4T
Mueller, S. G., Stables, L. A., Du, A., Schuff, N. W., Truran, D., Cashdollar, N. M., & Weiner, M. W. (2006) · Neurobiology of Aging · doi:10.1016/j.neurobiolaging.2006.03.007 · Cited by 266 · see citing works
Duncan, K. D., Ketz, N., Inati, S., & Davachi, L. (2011) · Hippocampus · doi:10.1002/hipo.20933 · Cited by 263 · see citing works
Memory hierarchies map onto the hippocampal long axis in humans
Collin, S. H. P., Milivojevic, B., & Doeller, C. F. (2015) · Nature Neuroscience · doi:10.1038/nn.4138 · Cited by 256 · see citing works
Zeithamová, D., & Preston, A. R. (2010) · Journal of Neuroscience · doi:10.1523/jneurosci.3250-10.2010 · Cited by 237 · see citing works
Self-citationPattern separation, pattern completion, and new neuronal codes within a continuous CA3 map
Leutgeb, S., & Leutgeb, J. K. (2007) · Learning & Memory · doi:10.1101/lm.703907 · Cited by 234 · see citing works
Nearly automatic segmentation of hippocampal subfields in in vivo focal T2-weighted MRI
Yushkevich, P. A., Wang, H., Pluta, J. B., Das, S. R., Craige, C. P., Avants, B., Weiner, M. W., & Mueller, S. G. (2010) · NeuroImage · doi:10.1016/j.neuroimage.2010.06.040 · Cited by 231 · see citing works
Neurocognitive development of relational reasoning
Crone, E. A., Wendelken, C., Leijenhorst, L. V., Honomichl, R. D., Kalina Christoff, A., & Bunge, S. A. (2008) · Developmental Science · doi:10.1111/j.1467-7687.2008.00743.x · Cited by 209 · see citing works
What Predicts Successful Literacy Acquisition in a Second Language?
Frost, R., Siegelman, N., Narkiss, A., & Afek, L. (2013) · Psychological Science · doi:10.1177/0956797612472207 · Cited by 191 · see citing works
DeMaster, D., Pathman, T., Lee, J. K., & Ghetti, S. (2013) · Cerebral Cortex · doi:10.1093/cercor/bht160 · Cited by 185 · see citing works
Subfields of the hippocampal formation at 7 T MRI: In vivo volumetric assessment
Wisse, L. E. M., Gerritsen, L., Zwanenburg, J. J. M., Kuijf, H. J., Luijten, P. R., Biessels, G. J., & Geerlings, M. I. (2012) · NeuroImage · doi:10.1016/j.neuroimage.2012.03.023 · Cited by 183 · see citing works
CA1 subfield contributions to memory integration and inference
Schlichting, M. L., Zeithamová, D., & Preston, A. R. (2014) · Hippocampus · doi:10.1002/hipo.22310 · Cited by 169 · see citing works
Self-citationSynaptic Pruning in Development: A Computational Account
Chechik, G., Meilijson, I., & Ruppin, E. (1998) · Neural Computation · doi:10.1162/089976698300017124 · Cited by 169 · see citing works
Behavioral Measurement of Remembering Phenomenologies: So Simple a Child Can Do It
Brainerd, C. J., Holliday, R. E., & Reyna, V. F. (2004) · Child Development · doi:10.1111/j.1467-8624.2004.00689.x · Cited by 157 · see citing works
Gómez, R. L., & Edgin, J. O. (2015) · Developmental Cognitive Neuroscience · doi:10.1016/j.dcn.2015.08.009 · Cited by 154 · see citing works
Age differences in hippocampal subfield volumes from childhood to late adulthood
Daugherty, A. M., Bender, A. R., Raz, N., & Ofen, N. (2015) · Hippocampus · doi:10.1002/hipo.22517 · Cited by 149 · see citing works
Volume of hippocampal subfields and episodic memory in childhood and adolescence
Lee, J. K., Ekstrom, A. D., & Ghetti, S. (2014) · NeuroImage · doi:10.1016/j.neuroimage.2014.03.019 · Cited by 142 · see citing works
Transitive Inference: Distinct Contributions of Rostrolateral Prefrontal Cortex and the Hippocampus
Wendelken, C., & Bunge, S. A. (2009) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.2009.21226 · Cited by 127 · see citing works
Developmental patterns in priming and familiarity in explicit recollection
Billingsley, R. L., Smith, M. L., & McAndrews, M. P. (2002) · Journal of Experimental Child Psychology · doi:10.1016/s0022-0965(02)00007-3 · Cited by 126 · see citing works
Anterior and posterior hippocampal volumes in schizophrenia
Weiss, A. P., DeWitt, I., GOFF, D. C., Ditman, T., & Heckers, S. (2004) · Schizophrenia Research · doi:10.1016/j.schres.2004.05.018 · Cited by 125 · see citing works
Eckenhoff, M. F., & RAKIC, P. T. (1991) · Developmental Brain Research · doi:10.1016/0165-3806(91)90216-6 · Cited by 114 · see citing works
Can young children integrate premises in transitivity and serial order tasks?
Halford, G. S. (1984) · Cognitive Psychology · doi:10.1016/0010-0285(84)90004-5 · Cited by 98 · see citing works
Development of hippocampal subfield volumes from 4 to 22 years
Krogsrud, S. K., Tamnes, C. K., Fjell, A. M., Amlien, I. K., Grydeland, H., Sulutvedt, U., Due‐Tønnessen, P., Bjørnerud, A., Sølsnes, A. E., Haberg, A. K., et al. (2014) · Human Brain Mapping · doi:10.1002/hbm.22576 · Cited by 92 · see citing works
Multi-voxel pattern analysis in human hippocampal subfields
Bonnici, H. M., Chadwick, M. J., Kumaran, D., Hassabis, D., Weiskopf, N., & Maguire, E. A. (2012) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2012.00290 · Cited by 91 · see citing works
Regional Hippocampal Volumes and Development Predict Learning and Memory
Tamnes, C. K., Walhovd, K. B., Engvig, A., Grydeland, H., Krogsrud, S. K., Østby, Y., Holland, D., Dale, A. M., & Fjell, A. M. (2014) · Developmental Neuroscience · doi:10.1159/000362445 · Cited by 80 · see citing works
The Hippocampus and Delayed Recall: Bigger is not Necessarily Better?
Foster, J. K., Meikle, A., Goodson, G., Mayes, A. R., Howard, M. A., Sünram‐Lea, S. I., Cezayirli, E., & Roberts, N. (1999) · Memory · doi:10.1080/096582199387823 · Cited by 75 · see citing works
Andrews, G., & Halford, G. S. (1998) · Cognitive Development · doi:10.1016/s0885-2014(98)90004-1 · Cited by 74 · see citing works
Yurgelun-Todd, D. A., Killgore, W. D. S., & Cintron, C. B. (2003) · Perceptual and Motor Skills · doi:10.2466/pms.2003.96.1.3 · Cited by 72 · see citing works
Theta Coordinated Error-Driven Learning in the Hippocampus
Ketz, N., Morkonda, S. G., & O’Reilly, R. C. (2013) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1003067 · Cited by 69 · see citing works
The hippocampus contributes to memory expression during transitive inference in mice
DeVito, L. M., Kanter, B. R., & Eichenbaum, H. (2009) · Hippocampus · doi:10.1002/hipo.20610 · Cited by 65 · see citing works
Is There a Negative Correlation between Explicit Memory and Hippocampal Volume?
Chantôme, M., Perruchet, P., Hasboun, D., Dormont, D., Sahel, M., Sourour, N. A., Zouaoui, A., Marsault, C., & Duyme, M. (1999) · NeuroImage · doi:10.1006/nimg.1999.0486 · Cited by 47 · see citing works
Estimating Intracranial Volume in Brain Research: An Evaluation of Methods
Sargolzaei, S., Sargolzaei, A., Cabrerizo, M., Chen, G., Goryawala, M., Pinzon-Ardila, A., Gonzalez‐Arias, S., & Adjouadi, M. (2015) · Neuroinformatics · doi:10.1007/s12021-015-9266-5 · Cited by 42 · see citing works
A reliable and valid method for manual demarcation of hippocampal head, body, and tail
Daugherty, A. M., Yu, Q., Flinn, R., & Ofen, N. (2015) · International Journal of Developmental Neuroscience · doi:10.1016/j.ijdevneu.2015.02.001 · Cited by 30 · see citing works
Medial temporal lobe memory in childhood: developmental transitions
Townsend, E. L., Richmond, J. L., Vogel‐Farley, V. K., & Thomas, K. M. (2009) · Developmental Science · doi:10.1111/j.1467-7687.2009.00935.x · Cited by 29 · see citing works
Feature Diagnosticity Affects Representations of Novel and Familiar Objects
Hsu, N. S., Schlichting, M. L., & Thompson‐Schill, S. L. (2014) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_00661 · Cited by 22 · see citing works
Self-citationSemantic Elaboration through Integration: Hints Both Facilitate and Inform the Process
Bauer, P. J., Varga, N. L., King, J. E., Nolen, A. M., & White, E. A. (2013) · Journal of Cognition and Development · doi:10.1080/15248372.2013.849707 · Cited by 21 · see citing works
Giedd (1996) · doi:10.1002/(sici)1096-9861(19960304)366:2
Flagged first, then by citations
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Haukvik, U. K., Tamnes, C. K., Söderman, E., & Agartz, I. (2018) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2018.08.012 · Cited by 220 · see citing works
Koster, R., Chadwick, M. J., Chen, Y., Berron, D., Banino, A., Düzel, E., Hassabis, D., & Kumaran, D. (2018) · Neuron · doi:10.1016/j.neuron.2018.08.009 · Cited by 191 · see citing works
Hippocampal Maturation Drives Memory from Generalization to Specificity
Keresztes, A., Ngo, C. T., Lindenberger, U., Werkle‐Bergner, M., & Newcombe, N. S. (2018) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2018.05.004 · Cited by 170 · see citing works
Raviv, L., & Arnon, I. (2017) · Developmental Science · doi:10.1111/desc.12593 · Cited by 136 · see citing works
Hippocampal maturity promotes memory distinctiveness in childhood and adolescence
Keresztes, A., Bender, A. R., Bodammer, N., Lindenberger, U., Shing, Y. L., & Werkle‐Bergner, M. (2017) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1710654114 · Cited by 126 · see citing works
Development of Hippocampal–Prefrontal Cortex Interactions through Adolescence
Calabro, F. J., Murty, V. P., Jalbrzikowski, M., Tervo‐Clemmens, B., & Luna, B. (2019) · Cerebral Cortex · doi:10.1093/cercor/bhz186 · Cited by 125 · see citing works
From cognitive maps to spatial schemas
Farzanfar, D., Spiers, H. J., Moscovitch, M., & Rosenbaum, R. S. (2023) · Nature Reviews Neuroscience · doi:10.1038/s41583-022-00655-9 · Cited by 115 · see citing works
Riggins, T., Geng, F., Botdorf, M., Canada, K. L., Cox, L. R., & Hancock, G. R. (2018) · NeuroImage · doi:10.1016/j.neuroimage.2018.03.009 · Cited by 109 · see citing works
Longitudinal development of hippocampal subregions from childhood to adulthood
Tamnes, C. K., Bos, M. G. N., van de Kamp, F. C., Peters, S., & Crone, E. A. (2018) · Developmental Cognitive Neuroscience · doi:10.1016/j.dcn.2018.03.009 · Cited by 113 · see citing works
The Necessity of the Hippocampus for Statistical Learning
Covington, N. V., Brown‐Schmidt, S., & Duff, M. C. (2018) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_01228 · Cited by 99 · see citing works
Evidence of hippocampal learning in human infants
Ellis, C. T., Skalaban, L. J., Yates, T. S., Bejjanki, V. R., Córdova, N. I., & Turk‐Browne, N. B. (2021) · Current Biology · doi:10.1016/j.cub.2021.04.072 · Cited by 97 · see citing works
Self-citationConsolidation of vocabulary during sleep: The rich get richer?
James, E., Gaskell, M. G., Weighall, A., & Henderson, L. (2017) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2017.01.054 · Cited by 93 · see citing works
Statistical prediction of the future impairs episodic encoding of the present
Sherman, B. E., & Turk‐Browne, N. B. (2020) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2013291117 · Cited by 93 · see citing works
Self-citationHearing Matters More Than Seeing: A Cross-Modality Study of Statistical Learning and Reading Ability
Qi, Z., Araujo, Y. S., Georgan, W. C., Gabrieli, J. D. E., & Arciuli, J. (2018) · Scientific Studies of Reading · doi:10.1080/10888438.2018.1485680 · Cited by 90 · see citing works
Langnes, E., Sneve, M. H., Sederevičius, D., Amlien, I. K., Walhovd, K. B., & Fjell, A. M. (2020) · Hippocampus · doi:10.1002/hipo.23189 · Cited by 89 · see citing works
Daugherty, A. M., Flinn, R., & Ofen, N. (2017) · NeuroImage · doi:10.1016/j.neuroimage.2017.03.047 · Cited by 77 · see citing works
Shufaniya, A., & Arnon, I. (2018) · Cognitive Science · doi:10.1111/cogs.12692 · Cited by 73 · see citing works
Lee, J. K., Fandakova, Y., Johnson, E. G., Cohen, N. J., Bunge, S. A., & Ghetti, S. (2020) · Developmental Cognitive Neuroscience · doi:10.1016/j.dcn.2019.100741 · Cited by 70 · see citing works
Chen, L., Cummings, K. A., Mau, W., Zaki, Y., Dong, Z., Rabinowitz, S., Clem, R. L., Shuman, T., & Cai, D. J. (2020) · Neurobiology of Learning and Memory · doi:10.1016/j.nlm.2020.107266 · Cited by 67 · see citing works
Canada, K. L., Ngo, C. T., Newcombe, N. S., Geng, F., & Riggins, T. (2018) · Cerebral Cortex · doi:10.1093/cercor/bhy211 · Cited by 65 · see citing works
Cognitive components underpinning the development of model-based learning
Potter, T. C. S., Bryce, N. V., & Hartley, C. A. (2016) · Developmental Cognitive Neuroscience · doi:10.1016/j.dcn.2016.10.005 · Cited by 64 · see citing works
Fló, A., Benjamin, L., Palu, M., & Dehaene‐Lambertz, G. (2022) · Scientific Reports · doi:10.1038/s41598-022-08411-w · Cited by 58 · see citing works
Contingency of semantic generalization on episodic specificity varies across development
Ngo, C. T., Benear, S. L., Popal, H., Olson, I. R., & Newcombe, N. S. (2021) · Current Biology · doi:10.1016/j.cub.2021.03.088 · Cited by 53 · see citing works
Developmental differences in memory reactivation relate to encoding and inference in the human brain
Schlichting, M. L., Guarino, K. F., Roome, H. E., & Preston, A. R. (2021) · Nature Human Behaviour · doi:10.1038/s41562-021-01206-5 · Cited by 50 · see citing works
Self-citationHippocampal encoding of memories in human infants
Yates, T. S., Fel, J., Choi, D., Trach, J. E., Behm, L., Ellis, C. T., & Turk‐Browne, N. B. (2025) · Science · doi:10.1126/science.adt7570 · Cited by 54 · see citing works
Self-citationGhetti, S., & Fandakova, Y. (2020) · Annual Review of Developmental Psychology · doi:10.1146/annurev-devpsych-060320-085634 · Cited by 51 · see citing works
Changes in statistical learning across development
Forest, T. A., Schlichting, M. L., Duncan, K. D., & Finn, A. S. (2023) · Nature Reviews Psychology · doi:10.1038/s44159-023-00157-0 · Cited by 52 · see citing works
Self-citationWhat sticks after statistical learning: The persistence of implicit versus explicit memory traces
Liu, H., Forest, T. A., Duncan, K. D., & Finn, A. S. (2023) · Cognition · doi:10.1016/j.cognition.2023.105439 · Cited by 45 · see citing works
Early parenting predicts hippocampal subregion volume via stress reactivity in childhood
Blankenship, S. L., Chad‐Friedman, E., Riggins, T., & Dougherty, L. R. (2018) · Developmental Psychobiology · doi:10.1002/dev.21788 · Cited by 44 · see citing works
Selmeczy, D., Fandakova, Y., Grimm, K. J., Bunge, S. A., & Ghetti, S. (2018) · Developmental Cognitive Neuroscience · doi:10.1016/j.dcn.2018.10.003 · Cited by 41 · see citing works
Pudhiyidath, A., Morton, N. W., Duran, R. V., Schapiro, A. C., Momennejad, I., Hinojosa-Rowland, D. M., Molitor, R. J., & Preston, A. R. (2022) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_01864 · Cited by 42 · see citing works
Self-citationRiggins, T., & Spencer, R. M. C. (2020) · Scientific Reports · doi:10.1038/s41598-020-72231-z · Cited by 39 · see citing works
Emergence and organization of adult brain function throughout child development
Yates, T. S., Ellis, C. T., & Turk‐Browne, N. B. (2020) · NeuroImage · doi:10.1016/j.neuroimage.2020.117606 · Cited by 40 · see citing works
Self-citationMultiple Memory Subsystems: Reconsidering Memory in the Mind and Brain
Sherman, B. E., Turk‐Browne, N. B., & Goldfarb, E. V. (2023) · Perspectives on Psychological Science · doi:10.1177/17456916231179146 · Cited by 42 · see citing works
Self-citationBotdorf, M., Canada, K. L., & Riggins, T. (2022) · Hippocampus · doi:10.1002/hipo.23414 · Cited by 39 · see citing works
Prefrontal and Hippocampal Structure Predict Statistical Learning Ability in Early Childhood
Finn, A., Kharitonova, M., Holtby, N., & Sheridan, M. (2019) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_01342 · Cited by 34 · see citing works
Hair cortisol concentrations are associated with hippocampal subregional volumes in children
Keresztes, A., Raffington, L., Bender, A. R., Bögl, K., Heim, C. C., & Shing, Y. L. (2020) · Scientific Reports · doi:10.1038/s41598-020-61131-x · Cited by 34 · see citing works
Callaghan, B. L., Gasser, C., Silvers, J. A., VanTieghem, M., Choy, T., O’Sullivan, K., Tompary, A., Davachi, L., & Tottenham, N. (2020) · Journal of Neuroscience · doi:10.1523/jneurosci.1738-20.2020 · Cited by 35 · see citing works
Miller, H. E., Cronin-Golomb, L. M., Porter, B. M., & Bauer, P. J. (2021) · Cognitive Psychology · doi:10.1016/j.cogpsych.2021.101413 · Cited by 34 · see citing works
Canada, K. L., Hancock, G. R., & Riggins, T. (2021) · Developmental Cognitive Neuroscience · doi:10.1016/j.dcn.2021.100947 · Cited by 35 · see citing works
Keresztes, A., Raffington, L., Bender, A. R., Bögl, K., Heim, C. C., & Shing, Y. L. (2022) · Developmental Cognitive Neuroscience · doi:10.1016/j.dcn.2022.101085 · Cited by 33 · see citing works
Memory and the developing brain: From description to explanation with innovation in methods
Ofen, N., Tang, L., Yu, Q., & Johnson, E. L. (2018) · Developmental Cognitive Neuroscience · doi:10.1016/j.dcn.2018.12.011 · Cited by 32 · see citing works
Arnon, I. (2019) · Topics in Cognitive Science · doi:10.1111/tops.12428 · Cited by 31 · see citing works
The Emergence of Richly Organized Semantic Knowledge from Simple Statistics: A Synthetic Review
Unger, L., & Fisher, A. V. (2021) · Developmental Review · doi:10.1016/j.dr.2021.100949 · Cited by 31 · see citing works
Interactive Development of Adaptive Learning and Memory
Hartley, C. A., Nussenbaum, K., & Cohen, A. O. (2021) · Annual Review of Developmental Psychology · doi:10.1146/annurev-devpsych-050620-030227 · Cited by 30 · see citing works
Developmental differences in temporal schema acquisition impact reasoning decisions
Pudhiyidath, A., Roome, H. E., Coughlin, C. A., Nguyen, K. V., & Preston, A. R. (2019) · Cognitive Neuropsychology · doi:10.1080/02643294.2019.1667316 · Cited by 32 · see citing works
Self-citationHigh resolution diffusion tensor imaging of the hippocampus across the healthy lifespan
Solar, K. G., Treit, S., & Beaulieu, C. (2021) · Hippocampus · doi:10.1002/hipo.23388 · Cited by 30 · see citing works
Integrating across memory episodes: Developmental trends
Shing, Y. L., Finke, C., Hoffmann, M., Pajkert, A., Heekeren, H. R., & Ploner, C. J. (2019) · PLoS ONE · doi:10.1371/journal.pone.0215848 · Cited by 29 · see citing works
Longitudinal development of hippocampal subregions from early‐ to mid‐childhood
Canada, K. L., Botdorf, M., & Riggins, T. (2020) · Hippocampus · doi:10.1002/hipo.23218 · Cited by 33 · see citing works
Memory and the hippocampal formation following pediatric traumatic brain injury
DeMaster, D., Johnson, C. P., Juranek, J. J., & Ewing‐Cobbs, L. (2017) · Brain and Behavior · doi:10.1002/brb3.832 · Cited by 27 · see citing works
Age moderates the relationship between cortical thickness and cognitive performance
de Chastelaine, M., Donley, B. E., Kennedy, K. M., & Rugg, M. D. (2019) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2019.107136 · Cited by 26 · see citing works
Wilson, J. T., & Bauer, P. J. (2021) · Memory & Cognition · doi:10.3758/s13421-021-01155-4 · Cited by 26 · see citing works
Moreau, C. N., Joanisse, M., Mulgrew, J., & Batterink, L. J. (2022) · Developmental Cognitive Neuroscience · doi:10.1016/j.dcn.2022.101154 · Cited by 26 · see citing works
Single and multiple systems in categorization and category learning
Minda, J. P., Roark, C. L., Kalra, P. B., & Cruz, A. (2024) · Nature Reviews Psychology · doi:10.1038/s44159-024-00336-7 · Cited by 25 · see citing works
Botdorf, M., Dunstan, J., Sorcher, L. K., Dougherty, L. R., & Riggins, T. (2022) · Developmental Cognitive Neuroscience · doi:10.1016/j.dcn.2022.101138 · Cited by 25 · see citing works
Dentate Gyrus Integrity Is Necessary for Behavioral Pattern Separation But Not Statistical Learning
Wang, H., Rosenbaum, R. S., Baker, S., Lauzon, C., Batterink, L. J., & Köhler, S. (2023) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_01981 · Cited by 22 · see citing works
The Development of Goal-Directed Decision-Making
Raab, H. A., & Hartley, C. A. (2018) · Elsevier eBooks · doi:10.1016/b978-0-12-812098-9.00013-9 · Cited by 23 · see citing works
Bauer, P. J., Dugan, J. A., Varga, N. L., & Riggins, T. (2018) · Developmental Cognitive Neuroscience · doi:10.1016/j.dcn.2018.12.009 · Cited by 23 · see citing works
Schevenels, K., Michiels, L., Lemmens, R., Smedt, B. D., Zink, I., & Vandermosten, M. (2022) · NeuroImage: Clinical · doi:10.1016/j.nicl.2022.103243 · Cited by 16 · see citing works
Hippocampus long‐axis specialization throughout development: A meta‐analysis
Nichols, E. S., Blumenthal, A., Kuenzel, E., Skinner, J. K., & Duerden, E. G. (2023) · Human Brain Mapping · doi:10.1002/hbm.26340 · Cited by 24 · see citing works
Esposito, A. G., & Bauer, P. J. (2022) · Child Development · doi:10.1111/cdev.13819 · Cited by 20 · see citing works
Neurodevelopment of Attention, Learning, and Memory Systems in Infancy
Forest, T. A., & Amso, D. (2023) · Annual Review of Developmental Psychology · doi:10.1146/annurev-devpsych-120321-011300 · Cited by 19 · see citing works
Savic, O., Unger, L., & Sloutsky, V. M. (2022) · Child Development · doi:10.1111/cdev.13844 · Cited by 17 · see citing works
Children automatically abstract categorical regularities during statistical learning
Jung, Y., Walther, D. B., & Finn, A. S. (2020) · Developmental Science · doi:10.1111/desc.13072 · Cited by 17 · see citing works
Fjell, A. M., Sneve, M. H., Sederevičius, D., Sørensen, Ø., Krogsrud, S. K., Mowinckel, A. M., & Walhovd, K. B. (2019) · Developmental Cognitive Neuroscience · doi:10.1016/j.dcn.2019.100723 · Cited by 17 · see citing works
Microstructural Integrity of the Hippocampus During Childhood: Relations With Age and Source Memory
Callow, D. D., Canada, K. L., & Riggins, T. (2020) · Frontiers in Psychology · doi:10.3389/fpsyg.2020.568953 · Cited by 15 · see citing works
Schommartz, I., Lembcke, P. F., Pupillo, F., Schuetz, H., de Chamorro, N. W., Bauer, M., Kaindl, A. M., Buß, C., & Shing, Y. L. (2022) · Developmental Cognitive Neuroscience · doi:10.1016/j.dcn.2022.101192 · Cited by 14 · see citing works
Smaller anterior hippocampal subfields in the early stage of psychosis
McHugo, M., Roeske, M. J., Vandekar, S., Armstrong, K., Avery, S. N., & Heckers, S. (2024) · Translational Psychiatry · doi:10.1038/s41398-023-02719-5 · Cited by 14 · see citing works
Early Caregiver Predictability Shapes Neural Indices of Statistical Learning Later in Infancy
Forest, T. A., McCormick, S. A., Davel, L., Mlandu, N., Zieff, M. R., Khula South Africa Data Collection Team, Amso, D., Donald, K. A., & Gabard-Durnam, L. J. (2024) · Developmental Science · doi:10.1111/desc.13570 · Cited by 15 · see citing works
Development of statistical learning ability across modalities, domains, and languages
Ren, J., & Wang, M. (2022) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2022.105570 · Cited by 14 · see citing works
Structure-function associations of successful associative encoding
Becker, N., Kalpouzos, G., Salami, A., Laukka, E. J., & Brehmer, Y. (2019) · NeuroImage · doi:10.1016/j.neuroimage.2019.116020 · Cited by 12 · see citing works
Homayouni, R., Yu, Q., Ramesh, S., Tang, L., Daugherty, A. M., & Ofen, N. (2021) · Journal of Neuroscience Research · doi:10.1002/jnr.24831 · Cited by 12 · see citing works
Foster, J. C., Hodges, H. R., Beloborodova, A. V., Cohodes, E. M., Phillips, M. Q., Anderson, E. W., Fagbenro, B., & Gee, D. G. (2024) · Developmental Cognitive Neuroscience · doi:10.1016/j.dcn.2024.101399 · Cited by 13 · see citing works
Automated and manual segmentation of the hippocampus in human infants
Fel, J., Ellis, C. T., & Turk‐Browne, N. B. (2023) · Developmental Cognitive Neuroscience · doi:10.1016/j.dcn.2023.101203 · Cited by 12 · see citing works
Self-citationSchlichting, M. L., Mack, M. L., Guarino, K. F., & Preston, A. R. (2016) · NeuroImage · doi:10.1016/j.neuroimage.2019.01.051 · Cited by 12 · see citing works
Self-citationBrehmer, Y., Nilsson, J., Berggren, R., Schmiedek, F., & Lövdén, M. (2019) · NeuroImage · doi:10.1016/j.neuroimage.2019.116475 · Cited by 11 · see citing works
Evidence of ordinal position encoding of sequences extracted from continuous speech.
Fló, A. (2021) · Cognition · doi:10.1016/j.cognition.2021.104646 · Cited by 14 · see citing works
Measuring statistical learning by eye-tracking
Zolnai, T., Dávid, D. R., Pesthy, O., Nemeth, M., Kiss, M. M., Nagy, M., & Németh, D. (2022) · Experimental Results · doi:10.1017/exp.2022.8 · Cited by 11 · see citing works
Memory’s reflection of learned information value increases across development.
Nussenbaum, K., Prentis, E., & Hartley, C. A. (2020) · Journal of Experimental Psychology General · doi:10.1037/xge0000753 · Cited by 11 · see citing works
Structure shapes the representation of a novel category.
Solomon, S. H., & Schapiro, A. C. (2023) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/xlm0001257 · Cited by 10 · see citing works
Self-citationDevelopment of human hippocampal subfield microstructure and relation to associative inference
Vinci‐Booher, S., Schlichting, M. L., Preston, A. R., & Pestilli, F. (2023) · Cerebral Cortex · doi:10.1093/cercor/bhad276 · Cited by 9 · see citing works
Self-citationGuardia, T., Mazloum‐Farzaghi, N., Olsen, R. K., Tsvetanov, K. A., & Campbell, K. L. (2023) · Neuroimage Reports · doi:10.1016/j.ynirp.2023.100168 · Cited by 10 · see citing works
Differentiation of Related Events in Hippocampus Supports Memory Reinstatement in Development
Varga, N. L., Roome, H. E., Molitor, R. J., Martinez, L., Hipskind, E., Mack, M. L., Preston, A. R., & Schlichting, M. L. (2025) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_02299 · Cited by 10 · see citing works
Self-citationExposure to co-occurrence regularities in language drives semantic integration of new words.
Savic, O., Unger, L., & Sloutsky, V. M. (2022) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/xlm0001122 · Cited by 10 · see citing works
Selection of information necessary for successful self-derivation
Dugan, J. A., Lee, K. A., Hanft, M. H., & Bauer, P. J. (2023) · Cognitive Development · doi:10.1016/j.cogdev.2023.101364 · Cited by 8 · see citing works
Development of item–space and item–time binding
Ghetti, S. (2017) · Current Opinion in Behavioral Sciences · doi:10.1016/j.cobeha.2017.09.002 · Cited by 8 · see citing works
The Formation and Retrieval of Holistic Event Memories Across Development
James, E., Ong, G., Henderson, L. M., & Horner, A. J. (2021) · Journal of Cognition · doi:10.5334/joc.149 · Cited by 8 · see citing works
Marlatte, H., Belchev, Z., Fraser, M., & Gilboa, A. (2023) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2023.108755 · Cited by 7 · see citing works
Acute Stress Effects on Statistical Learning and Episodic Memory
Sherman, B. E., Huang, I., Wijaya, E. G., Turk‐Browne, N. B., & Goldfarb, E. V. (2024) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_02178 · Cited by 9 · see citing works
Self-citationEsposito, A. G., & Bauer, P. J. (2024) · Cognitive Development · doi:10.1016/j.cogdev.2024.101416 · Cited by 7 · see citing works
A little imprecision goes a long way in launching memory development
Sloutsky, V. M., Ralston, R., Turner, B. M., & Ghetti, S. (2024) · Child Development Perspectives · doi:10.1111/cdep.12536 · Cited by 9 · see citing works
Asymmetric generalizability of multimodal brain‐behavior associations across age‐groups
Yu, J., & Fischer, N. L. (2022) · Human Brain Mapping · doi:10.1002/hbm.26035 · Cited by 7 · see citing works
No frills: Simple regularities in language can go a long way in the development of word knowledge
Unger, L., Yim, H., Savic, O., Dennis, S. J., & Sloutsky, V. M. (2023) · Developmental Science · doi:10.1111/desc.13373 · Cited by 7 · see citing works
Reconsidering the Automaticity of Visual Statistical LearningPreprint
Himberger, K. D., Finn, A. S., & Honey, C. J. (2019) · doi:10.31234/osf.io/r659w · Cited by 7 · see citing works
On the automaticity of visual statistical learningPreprint
Himberger, K. D., Finn, A. S., & Honey, C. J. (2022) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2022.07.04.498716 · Cited by 7 · see citing works
Age differences in generalization, memory specificity, and their overnight fate in childhood
Buchberger, E. S., Joechner, A., Ngo, C. T., Lindenberger, U., & Werkle‐Bergner, M. (2024) · Child Development · doi:10.1111/cdev.14089 · Cited by 8 · see citing works
Learning strategy differentially impacts memory connections in children and adults
Abolghasem, Z., Teng, T. H. ‐., Nexha, E., Zhu, C. J., Jean, C. S., Castrillon, M., Che, E., Nallo, E. D., & Schlichting, M. L. (2023) · Developmental Science · doi:10.1111/desc.13371 · Cited by 6 · see citing works
Self-citationEsposito, A. G., Lee, K. A., & Gunarathne, B. K. (2024) · Education Sciences · doi:10.3390/educsci14101053 · Cited by 6 · see citing works
Longitudinal evidence for decreasing statistical learning abilities across childhood
Tóth-Fáber, E., Farkas, B. C., Tánczos, T., Németh, D., & Janacsek, K. (2026) · Nature Communications · doi:10.1038/s41467-026-77261-1 · Cited by 5 · see citing works
Coughlin, C. A., Pudhiyidath, A., Roome, H. E., Varga, N. L., Nguyen, K. V., & Preston, A. R. (2023) · Developmental Science · doi:10.1111/desc.13437 · Cited by 4 · see citing works
Self-citation
- Authors
- Schlichting, M. L., Guarino, K. F., Schapiro, A. C., Turk-Browne, N. B., & Preston, A. R.
- Affiliations
- The University of Texas at Austin (US)
- Beth Israel Deaconess Medical Center (US)
- 3Princeton University
- Venue
- Journal of Cognitive Neuroscience
- Publisher
- MIT Press
- Published
- 2017-01-01
- Volume
- 29
- Issue
- 1
- Pages
- 37-51
- ISSN
- 0898-929X (ISSN-L)
- 1530-8898
- PMC
- PMC5130612
- OpenAlex
- W2508031728
- Cited by
- 173
- References
- 77
- Citations by year
- 2026: 20 · 2025: 13 · 2024: 21 · 2023: 23 · 2022: 22 · 2021: 13 · 2020: 18 · 2019: 15 · 2018: 16 · 2017: 8 · 2016: 3
- FWCI
- 8.91
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Journal of Cognitive Neuroscience (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- University of Texas at Austin
- National Institutes of Health
- National Institute of Mental Health (R01MH100121)
- National Eye Institute (R01EY021755)
- Eunice Kennedy Shriver National Institute of Child Health and Human Development (R21HD083785)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Memory and Neural Mechanisms
- Life Sciences › Neuroscience › Cognitive Neuroscience › Memory Processes and Influences
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Cognitive Abilities and Testing
- Keywords
- hippocampal development, hippocampal volume, hippocampal head, statistical learning, associative inference, episodic memory, individual differences, lifespan development
- MeSH terms
- Adolescent, Adult, Analysis of Variance, Association, Child, Female, Hippocampus, Humans, Magnetic Resonance Imaging, Male, Neuropsychological Tests, Organ Size, Probability Learning, Young Adult
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