Observing the unexpected enhances infants’ learning and exploration
Open accessAbstract
Given the overwhelming quantity of information available from the environment, how do young learners know what to learn about and what to ignore? We found that 11-month-old infants (N = 110) used violations of prior expectations as special opportunities for learning. The infants were shown events that violated expectations about object behavior or events that were nearly identical but did not violate expectations. The sight of an object that violated expectations enhanced learning and promoted information-seeking behaviors; specifically, infants learned more effectively about objects that committed violations, explored those objects more, and engaged in hypothesis-testing behaviors that reflected the particular kind of violation seen. Thus, early in life, expectancy violations offer a wedge into the problem of what to learn.
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?
Curiosity is a crucial factor that positively modulates individuals' learning experience and outcomes.
“It is a crucial factor that modulates positively the individuals' learning experience and outcomes [55, 21].”
From GPT-3-Driven Pedagogical Agents to Train Children’s Curious Question-Asking Skills (2024) · cites this paper as [55]
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
Statistical learning by 8-month-old infants
Saffran, J. R., Aslin, R. N., & Newport, E. L. (1996) · Science · doi:10.1126/science.274.5294.1926 · Cited by 5,659 · see citing works
Pearce, J. M., & Hall, G. (1980) · Psychological Review · doi:10.1037/0033-295x.87.6.532 · Cited by 3,023 · see citing works
How to grow a mind: Statistics, structure, and abstraction
Tenenbaum, J. B., Kemp, C., Griffiths, T. L., & Goodman, N. D. (2011) · Science · doi:10.1126/science.1192788 · Cited by 1,815 · see citing works
Csibra, G., & Gergely, G. (2009) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2009.01.005 · Cited by 1,648 · see citing works
Spelke, E. S., Breinlinger, K., Macomber, J., & Jacobson, K. C. (1992) · Psychological Review · doi:10.1037/0033-295x.99.4.605 · Cited by 1,420 · see citing works
Spelke, E. S., & Kinzler, K. D. (2007) · Developmental Science · doi:10.1111/j.1467-7687.2007.00569.x · Cited by 1,089 · see citing works
Object permanence in five-month-old infants
Renée Baillargeon, B., Spelke, E. S., & Wasserman, S. S. (1985) · Cognition · doi:10.1016/0010-0277(85)90008-3 · Cited by 973 · see citing works
Theory-based Bayesian models of inductive learning and reasoning
Tenenbaum, J. B., Griffiths, T. L., & Kemp, C. (2006) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2006.05.009 · Cited by 880 · see citing works
Newborn infants perceive abstract numbers
Véronique Izard, A., Sann, C., Spelke, E. S., & Stréri, A. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0812142106 · Cited by 783 · see citing works
Attribution of Dispositional States by 12-Month-Olds
Kuhlmeier, V. A., Wynn, K., & Bloom, P. (2003) · Psychological Science · doi:10.1111/1467-9280.01454 · Cited by 506 · see citing works
Large-Number Addition and Subtraction by 9-Month-Old Infants
McCrink, K., & Wynn, K. (2004) · Psychological Science · doi:10.1111/j.0956-7976.2004.00755.x · Cited by 488 · see citing works
Spatiotemporal continuity, smoothness of motion and object identity in infancy
Spelke, E. S., Kestenbaum, R., Simons, D. J., & Wein, D. (1995) · British Journal of Developmental Psychology · doi:10.1111/j.2044-835x.1995.tb00669.x · Cited by 462 · see citing works
Baillargeon, R. (1986) · Cognition · doi:10.1016/0010-0277(86)90052-1 · Cited by 443 · see citing works
Core Knowledge of Geometry in an Amazonian Indigene Group
Dehaene, S., Izard, V., Pica, P., & Spelke, E. (2006) · Science · doi:10.1126/science.1121739 · Cited by 415 · see citing works
The Intermodal Representation of Speech in Infants
Kuhl, P. K., & Meltzoff, A. N. (1984) · Infant Behavior and Development · doi:10.1016/s0163-6383(84)80050-8 · Cited by 310 · see citing works
Intuitions about support in 4.5-month-old infants
Needham, A. W., & Renée Baillargeon, B. (1993) · Cognition · doi:10.1016/0010-0277(93)90002-d · Cited by 301 · see citing works
Pure Reasoning in 12-Month-Old Infants as Probabilistic Inference
Téglás, E., Vul, E., Girotto, V., Gonzalez, M., Tenenbaum, J., & Bonatti, L. (2011) · Science · doi:10.1126/science.1196404 · Cited by 296 · see citing works
Children balance theories and evidence in exploration, explanation, and learning
Bonawitz, E. B., van Schijndel, T. J. P., Friel, D., & Schulz, L. (2012) · Cognitive Psychology · doi:10.1016/j.cogpsych.2011.12.002 · Cited by 262 · see citing works
Perception of partly occluded objects by young chicks
Regolin, L., & Vallortígara, G. (1995) · Perception & Psychophysics · doi:10.3758/bf03205456 · Cited by 257 · see citing works
Infants’ understanding of everyday social interactions: A dual process account
Gredebäck, G., & Melinder, A. M. D. (2009) · Cognition · doi:10.1016/j.cognition.2009.09.004 · Cited by 223 · see citing works
The origins of inquiry: inductive inference and exploration in early childhood
Schulz, L. (2012) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2012.06.004 · Cited by 209 · see citing works
Legare, C. H. (2011) · Child Development · doi:10.1111/j.1467-8624.2011.01691.x · Cited by 202 · see citing works
Infant brains detect arithmetic errors
Berger, A., Tzur, G., & Posner, M. I. (2006) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0605350103 · Cited by 196 · see citing works
Believing what you’re told: Young children’s trust in unexpected testimony about the physical world
Jaswal, V. K. (2010) · Cognitive Psychology · doi:10.1016/j.cogpsych.2010.06.002 · Cited by 192 · see citing works
Using near-infrared spectroscopy to assess neural activation during object processing in infants
Wilcox, T. G., Bortfeld, H., Woods, R., Wruck, E., & Boas, D. A. (2005) · Journal of Biomedical Optics · doi:10.1117/1.1852551 · Cited by 152 · see citing works
Experience and geometry: controlled-rearing studies with chicks
Chiandetti, C., & Vallortígara, G. (2009) · Animal Cognition · doi:10.1007/s10071-009-0297-x · Cited by 122 · see citing works
Camras, L. A., Meng, Z., Ujiie, T., Dharamsi, S., Miyake, K., Oster, H., Wang, L., Cruz, J. E., Murdoch, A., & Campos, J. J. (2002) · Emotion · doi:10.1037/1528-3542.2.2.179 · Cited by 100 · see citing works
Location memory in healthy preterm and full-term infants
Wilcox, T. G., Nadel, L., & Rosser, R. A. (1996) · Infant Behavior and Development · doi:10.1016/s0163-6383(96)90031-4 · Cited by 72 · see citing works
Flagged first, then by citations
Research works printed but not linked: 26
- [1]Chomsky N Language and Learning: The Debate Between Jean Piaget and Noam Chomsky Piatelli-Palmarini M Routledge and Kegan Paul London 1980 393 396
- [2]Tenenbaum JB Kemp C Griffiths TL Goodman ND Science 331 1279 1285 2011 21393536
- [3]Csibra G Gergely G Trends Cognit Sci 13 148 153 2009 19285912
- [4]Izard V Sann C Spelke ES Streri A Proc Natl Acad Sci USA 106 10382 10385 2009 19520833 PMC2700913
- [5]Regolin L Vallortigara G Percept Psychophys 57 971 976 1995 8532500
- [6]Chiandetti C Vallortigara G Anim Cognit 13 463 470 2010 19960217
- [7]Dehaene S Izard V Pica P Spelke E Science 311 381 384 2006 16424341
- [8]Spelke ES Kinzler KD Dev Sci 10 89 96 2007 17181705
- [9]Spelke ES Breinlinger K Macomber J Jacobson K Psychol Rev 99 605 632 1992 1454901
- [11]Camras LA Emotion 2 179 193 2002 12899190
- [12]Gredebäck G Melinder A Cognition 114 197 206 2010 19800056
- [13]Wilcox T Bortfeld H Woods R Wruck E Boas DA J Biomed Opt 10 011010 011019 2005 PMC1769348 15847576
- [14]Berger A Tzur G Posner MI Proc Natl Acad Sci USA 103 12649 12653 2006 16894149 PMC1567933
- [15]Baillargeon R Spelke ES Wasserman S Cognition 20 191 208 1985 4064606
- [16]McCrink K Wynn K Psychol Sci 15 776 781 2004 15482450
- [17]Kuhlmeier V Wynn K Bloom P Psychol Sci 14 402 408 2003 12930468
- [19]Baillargeon R Cognition 23 21 41 1986 3742989
- [22]Pearce JM Hall G Psychol Rev 87 532 552 1980 7443916
- [23]Bonawitz EB van Schijndel TJP Friel D Schulz L Cognit Psychol 64 215 234 2012 22365179
- [24]Legare CH Child Dev 83 173 185 2012 22172010
- [25]Needham A Baillargeon R Cognition 47 121 148 1993 8324998
- [26]Saffran JR Aslin RN Newport EL Science 274 1926 1928 1996 8943209
- [27]Jaswal VK Cognit Psychol 61 248 272 2010 20650449 PMC2930108
- [28]Téglás E Science 332 1054 1059 2011 21617069
- [29]Tenenbaum JB Griffiths TL Kemp C Trends Cognit Sci 10 309 318 2006 16797219
- [30]Schulz L Trends Cognit Sci 16 382 389 2012 22721579
Cited by
Sorted by citations
Building machines that learn and think like people
Lake, B. M., Ullman, T. D., Tenenbaum, J. B., & Gershman, S. J. (2017) · Behavioral and Brain Sciences · doi:10.1017/s0140525x16001837 · Cited by 2,550 · see citing works
Motor Development: Embodied, Embedded, Enculturated, and Enabling
Adolph, K. E., & Hoch, J. E. (2019) · Annual Review of Psychology · doi:10.1146/annurev-psych-010418-102836 · Cited by 580 · see citing works
“Of course, infants in laboratory experiments deliberately explore objects to learn about surprising or ambiguous properties (Sim & Xu 2017, Stahl & Feigenson 2015) and readily navigate obstacles to get to a toy or caregiver on the other side.”
BackgroundAccessing the Inaccessible: Redefining Play as a Spectrum
Zosh, J. M., Hirsh‐Pasek, K., Hopkins, E. J., Jensen, H., Liu, C. Y., Neale, D., Solis, S. L., & Whitebread, D. (2018) · Frontiers in Psychology · doi:10.3389/fpsyg.2018.01124 · Cited by 482 · see citing works
Intrinsic motivation, curiosity, and learning
Oudeyer, P., Gottlieb, J. P., & Lopes, M. C. (2016) · Progress in brain research · doi:10.1016/bs.pbr.2016.05.005 · Cited by 390 · see citing works
“In this view (Kang et al., 2009; Stahl and Feigenson, 2015), learning in itself does not have consequences on state curiosity and motivation.”
BackgroundChildhood as a solution to explore–exploit tensions
Alison Gopnik, C. (2020) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2019.0502 · Cited by 320 · see citing works
“Even infants systematically explore surprising events [70].”
Precursors of logical reasoning in preverbal human infants
Cesana‐Arlotti, N., Martín-Salguero, A., Téglás, E., Vorobyova, L., Cetnarski, R., & Bonatti, L. L. (2018) · Science · doi:10.1126/science.aao3539 · Cited by 285 · see citing works
The Infancy of the Human Brain
Dehaene-Lambertz, G., & Spelke, E. S. (2015) · Neuron · doi:10.1016/j.neuron.2015.09.026 · Cited by 264 · see citing works
Psychological reasoning in infancy
Baillargeon, R., Scott, R. M., & Bian, L. (2016) · Annual Review of Psychology · doi:10.1146/annurev-psych-010213-115033 · Cited by 263 · see citing works
Surprised–curious–confused: Epistemic emotions and knowledge exploration.
Vogl, E., Pekrun, R. H., Murayama, K., & Stockinger, K. (2019) · Emotion · doi:10.1037/emo0000578 · Cited by 253 · see citing works
Infants ask for help when they know they don’t know
Goupil, L., Romand-Monnier, M., & Kouider, S. (2016) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1515129113 · Cited by 226 · see citing works
“Intriguingly, however, previous research in young children has consistently found strong capacities for learning (8, 9) but poor metacognitive abilities (10–13).”
BackgroundBalancing exploration and exploitation with information and randomization
Wilson, R. C., Bonawitz, E. B., Costa, V. D., & Ebitz, R. B. (2020) · Current Opinion in Behavioral Sciences · doi:10.1016/j.cobeha.2020.10.001 · Cited by 215 · see citing works
Homo Curious: Curious or Interested?
Shin, D. D., & Kim, S. (2019) · Educational Psychology Review · doi:10.1007/s10648-019-09497-x · Cited by 206 · see citing works
The role of prior knowledge and curiosity in learning
Wade, S., & Kidd, C. (2019) · Psychonomic Bulletin & Review · doi:10.3758/s13423-019-01598-6 · Cited by 204 · see citing works
Infants’ preferences for native speakers are associated with an expectation of information
Begus, K., Gliga, T., & Southgate, V. (2016) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1603261113 · Cited by 181 · see citing works
“Finally, although previous studies have shown that infants in the first year are able to allocate their attention (46) and guide their exploration (47) in a way that ensures maximal information gain also in nonsocial contexts, further research is necessary to explore whether the same mechanisms guide infant informatio…”
Science Is Awe-Some: The Emotional Antecedents of Science Learning
Valdesolo, P., Shtulman, A., & Baron, A. S. (2017) · Emotion Review · doi:10.1177/1754073916673212 · Cited by 178 · see citing works
“Infants who observe physically impossible events, like one object seemingly passing through another, remember the attributes of the objects involved in those events better than infants who observe perceptually similar, yet physically ordinary, events (Stahl & Feigenson, 2015).”
BackgroundInterpersonal Neural Entrainment during Early Social Interaction
Wass, S. V., Whitehorn, M., Haresign, I. M., Phillips, E., & Leong, V. (2020) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2020.01.006 · Cited by 175 · see citing works
Exploration, Explanation, and Parent–Child Interaction in Museums
Callanan, M. A., Legare, C. H., Sobel, D. M., Jaeger, G., Letourneau, S. M., McHugh, S. R., Willard, A. K., Brinkman, A. H., Finiasz, Z., Rubio, É., et al. (2020) · Monographs of the Society for Research in Child Development · doi:10.1111/mono.12412 · Cited by 168 · see citing works
Ronfard, S., Zambrana, I. M., Hermansen, T. K., & Kelemen, D. A. (2018) · Developmental Review · doi:10.1016/j.dr.2018.05.002 · Cited by 160 · see citing works
Inferential social learning: cognitive foundations of human social learning and teaching
Hyowon Gweon, C. (2021) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2021.07.008 · Cited by 165 · see citing works
Children are more exploratory and learn more than adults in an approach-avoid task
Liquin, E. G., & Alison Gopnik, C. (2021) · Cognition · doi:10.1016/j.cognition.2021.104940 · Cited by 150 · see citing works
The rhythm of learning: Theta oscillations as an index of active learning in infancy
Begus, K., & Bonawitz, E. B. (2020) · Developmental Cognitive Neuroscience · doi:10.1016/j.dcn.2020.100810 · Cited by 148 · see citing works
“…to stimuli with optimal levels of predictability (Kidd et al., 2012), tailor their exploration to investigate surprising properties of objects (Stahl and Feigenson, 2015), and selectively seek information from informative social partners (Bazhydai et al., 2020; Begus and Southgate, 2012;…”
BackgroundResultInfluentialWhen generating a prediction boosts learning: The element of surprise
Brod, G., Hasselhorn, M., & Bunge, S. A. (2018) · Learning and Instruction · doi:10.1016/j.learninstruc.2018.01.013 · Cited by 131 · see citing works
Explain This, Explore That: A Study of Parent–Child Interaction in a Children's Museum
Willard, A. K., Busch, J. T. A., Cullum, K. A., Letourneau, S. M., Sobel, D. M., Callanan, M. A., & Legare, C. H. (2019) · Child Development · doi:10.1111/cdev.13232 · Cited by 136 · see citing works
Powell, L. J., & Spelke, E. S. (2017) · Cognition · doi:10.1016/j.cognition.2017.09.007 · Cited by 134 · see citing works
Lamnina, M., & Chase, C. C. (2019) · Contemporary Educational Psychology · doi:10.1016/j.cedpsych.2019.101785 · Cited by 130 · see citing works
GPT-3-Driven Pedagogical Agents to Train Children’s Curious Question-Asking Skills
Abdelghani, R., Wang, Y.-H., Yuan, X., Wang, T., Lucas, P., Sauzéon, H., & Oudeyer, P.-Y. (2024) · International Journal of Artificial Intelligence in Education · doi:10.1007/s40593-023-00340-7 · Cited by 129 · see citing works
“Curiosity plays an important role in learning from infancy [54] to adult-hood [47], and in fostering academic achievement, particularly for children with low socio-economic status [52].”
Communicating to Learn: Infants’ Pointing Gestures Result in Optimal Learning
Lucca, K., & Wilbourn, M. P. (2016) · Child Development · doi:10.1111/cdev.12707 · Cited by 125 · see citing works
“Infants’ early manual exploration also supports this claim in that infants, by around 12 months, spend more time exploring objects that may potentially provide new information (i.e., objects that have previously violated their expectations; Stahl & Feigenson, 2015).”
BackgroundChen, Y., Huang, S., Yuan, T., Zhu, Y., Qi, S., & Zhu, S. C. (2019) · IEEE/CVF International Conference on Computer Vision (ICCV) · doi:10.1109/iccv.2019.00874 · Cited by 119 · see citing works
Neural dynamics of prediction and surprise in infants
Kouider, S., Long, B., Stanc, L. L., Charron, S., Fiévet, A., Barbosa, L. S., & Gelskov, S. V. (2015) · Nature Communications · doi:10.1038/ncomms9537 · Cited by 116 · see citing works
Expectancy violations promote learning in young children
Stahl, A. E., & Feigenson, L. (2017) · Cognition · doi:10.1016/j.cognition.2017.02.008 · Cited by 115 · see citing works
“Indeed, in previous work we found that preverbal infants preferentially engaged with a toy that had just been seen to violate expectations about object behavior, compared to a novel toy (Stahl & Feigenson, 2015).”
BackgroundInfluentialThe Development of Cumulative Cultural Learning
Legare, C. H. (2019) · Annual Review of Developmental Psychology · doi:10.1146/annurev-devpsych-121318-084848 · Cited by 116 · see citing works
Infants make more attempts to achieve a goal when they see adults persist
Leonard, J., Lee, Y., & Schulz, L. (2017) · Science · doi:10.1126/science.aan2317 · Cited by 110 · see citing works
Making Sense of the World: Infant Learning From a Predictive Processing Perspective
Köster, M., Kayhan, E., Langeloh, M., & Hoehl, S. (2020) · Perspectives on Psychological Science · doi:10.1177/1745691619895071 · Cited by 112 · see citing works
“In support of this view, a recent study of 11-month-old infants demonstrated an increase in subsequent exploration and hypothesis-testing behavior by the infants for objects that behaved in an unexpected way (Stahl & Feigenson, 2015).”
ResultExplanation-seeking curiosity in childhood
Liquin, E. G., & Lombrozo, T. (2020) · Current Opinion in Behavioral Sciences · doi:10.1016/j.cobeha.2020.05.012 · Cited by 111 · see citing works
“Infants preferentially explore objects that violate their expectations, whether those expectations are formed on the basis of core knowledge [27], inferred rules [40], or probabilistic information [41,42].”
BackgroundYoung children consider the expected utility of others’ learning to decide what to teach
Bridgers, S., Jara‐Ettinger, J., & Hyowon Gweon, C. (2019) · Nature Human Behaviour · doi:10.1038/s41562-019-0748-6 · Cited by 108 · see citing works
Play, Curiosity, and Cognition
Chu, J., & Schulz, L. E. (2020) · Annual Review of Developmental Psychology · doi:10.1146/annurev-devpsych-070120-014806 · Cited by 93 · see citing works
The violation-of-expectation paradigm: A conceptual overview.
Margoni, F., Surian, L., & Baillargeon, R. (2024) · Psychological Review · doi:10.1037/rev0000450 · Cited by 127 · see citing works
Re-imagining fMRI for awake behaving infants
Ellis, C. T., Skalaban, L. J., Yates, T. S., Bejjanki, V. R., Córdova, N. I., & Turk‐Browne, N. B. (2020) · Nature Communications · doi:10.1038/s41467-020-18286-y · Cited by 92 · see citing works
Curiosity as a Metacognitive Feeling
Goupil, L., & Proust, J. (2023) · Cognition · doi:10.1016/j.cognition.2022.105325 · Cited by 89 · see citing works
Play in predictive minds: A cognitive theory of play.
Andersen, M. M., Kiverstein, J., Miller, M., & Roepstorff, A. (2023) · Psychological Review · doi:10.1037/rev0000369 · Cited by 122 · see citing works
Linson, A., Clark, A., Ramamoorthy, S., & Friston, K. J. (2018) · Frontiers in Robotics and AI · doi:10.3389/frobt.2018.00021 · Cited by 93 · see citing works
Adopted Utility Calculus: Origins of a Concept of Social Affiliation
Powell, L. J. (2022) · Perspectives on Psychological Science · doi:10.1177/17456916211048487 · Cited by 88 · see citing works
“First, infants are particularly good learners when they are surprised (Stahl & Feigenson, 2015).”
BackgroundBayesian Models of Conceptual Development: Learning as Building Models of the World
Ullman, T. D., & Tenenbaum, J. B. (2020) · Annual Review of Developmental Psychology · doi:10.1146/annurev-devpsych-121318-084833 · Cited by 90 · see citing works
Learning higher-order generalizations through free play: Evidence from 2- and 3-year-old children.
Sim, Z. L., & Xu, F. (2017) · Developmental Psychology · doi:10.1037/dev0000278 · Cited by 86 · see citing works
Systematic exploration and uncertainty dominate young children's choices
Blanco, N. J., & Sloutsky, V. M. (2020) · Developmental Science · doi:10.1111/desc.13026 · Cited by 85 · see citing works
Asking the right questions about the psychology of human inquiry: Nine open challenges
Coenen, A., Nelson, J. D., & Gureckis, T. M. (2018) · Psychonomic Bulletin & Review · doi:10.3758/s13423-018-1470-5 · Cited by 84 · see citing works
Jin, K., Houston, J. L., Renée Baillargeon, B., Groh, A. M., & Roisman, G. I. (2018) · Cognitive Psychology · doi:10.1016/j.cogpsych.2017.12.004 · Cited by 81 · see citing works
“Yet another method compares infants’ exploration of objects featured in unexpected as opposed to expected events (e.g., Stahl & Feigenson, 2015).”
MethodThe youngest readers’ dilemma: A review of children’s learning from fictional sources
Hopkins, E. J., & Weisberg, D. S. (2016) · Developmental Review · doi:10.1016/j.dr.2016.11.001 · Cited by 80 · see citing works
“Children who were taught words in the fantastical context made more gains on a productive vocabulary measure than children who were taught words in the realistic context (see also Stahl & Feigenson, 2015; Weisberg & Hopkins, submitted for publication).”
BackgroundLearning in Infancy Is Active, Endogenously Motivated, and Depends on the Prefrontal Cortices
Raz, G., & Saxe, R. R. (2020) · Annual Review of Developmental Psychology · doi:10.1146/annurev-devpsych-121318-084841 · Cited by 71 · see citing works
Moderated Online Data-Collection for Developmental Research: Methods and Replications
Chuey, A., Asaba, M., Bridgers, S., Carrillo, B. A., Dietz, G., Garcia, T., Leonard, J., Liu, S., Merrick, M., Radwan, S. F., et al. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.734398 · Cited by 66 · see citing works
The development of human causal learning and reasoning
Goddu, M. K., & Alison Gopnik, C. (2024) · Nature Reviews Psychology · doi:10.1038/s44159-024-00300-5 · Cited by 71 · see citing works
“Consequently, they enrich their causal understanding of the environment by actually interacting with it 120,184–186 .”
BackgroundCausal learning is collaborative: Examining explanation and exploration in social contexts
Legare, C. H., Sobel, D. M., & Callanan, M. A. (2017) · Psychonomic Bulletin & Review · doi:10.3758/s13423-017-1351-3 · Cited by 70 · see citing works
Begus, K., & Southgate, V. (2018) · Springer eBooks · doi:10.1007/978-3-319-77182-3_2 · Cited by 68 · see citing works
Learning From Others and Spontaneous Exploration: A Cross-Cultural Investigation
Shneidman, L., Hyowon Gweon, C., Schulz, L., & Woodward, A. L. (2016) · Child Development · doi:10.1111/cdev.12502 · Cited by 68 · see citing works
“Previous research suggests that children tend to explore more when they see an adult exploring (e.g., Engel, 2011) and that infants and preschoolers show heightened exploration of objects that they find surprising (Stahl & Feigenson, 2015; Schulz & Bonawitz, 2007).”
BackgroundConejero, Á., Guerra, S., Abundis‐Gutiérrez, A., & Rueda, M. R. (2018) · Developmental Science · doi:10.1111/desc.12494 · Cited by 62 · see citing works
Catastrophic individuation failures in infancy: A new model and predictions.
Stavans, M., Lin, Y., Wu, D., & Renée Baillargeon, B. (2018) · Psychological Review · doi:10.1037/rev0000136 · Cited by 67 · see citing works
Explanation as a Cognitive Process
Horne, Z., Muradoglu, M., & Cimpian, A. (2019) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2018.12.004 · Cited by 65 · see citing works
Lessons from infant learning for unsupervised machine learning
Zaadnoordijk, L., Besold, T. R., & Cusack, R. (2022) · Nature Machine Intelligence · doi:10.1038/s42256-022-00488-2 · Cited by 65 · see citing works
“63 ).”
BackgroundStatistical learning as a window into developmental disabilities
Saffran, J. R. (2018) · Journal of Neurodevelopmental Disorders · doi:10.1186/s11689-018-9252-y · Cited by 64 · see citing works
The what and the how: Information-seeking pointing gestures facilitate learning labels and functions
Lucca, K., & Wilbourn, M. P. (2018) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2018.08.003 · Cited by 62 · see citing works
“…of age, infants tend to focus on and interact with objects that have the potential to be highly informative (e.g., objects that have previously violated their expectations) compared with other interesting, but less informative, objects (Kidd, Piantadosi, & Aslin, 2012; Stahl & Feigenson, 2015).”
How Does the Mind Render Streaming Experience as Events?
Baldwin, D. A., & Kosie, J. E. (2020) · Topics in Cognitive Science · doi:10.1111/tops.12502 · Cited by 68 · see citing works
Violations of expectation trigger infants to search for explanations
Perez, J., & Feigenson, L. (2021) · Cognition · doi:10.1016/j.cognition.2021.104942 · Cited by 61 · see citing works
Intuitive experimentation in the physical world
Bramley, N. R., Gerstenberg, T., Tenenbaum, J. B., & Gureckis, T. M. (2018) · Cognitive Psychology · doi:10.1016/j.cogpsych.2018.05.001 · Cited by 58 · see citing works
“…and physical exploration can be studied in naturalistic settings (Karasik, Tamis ‐ LeMonda, & Adolph, 2011; Kretch & Adolph, 2017; Piaget, 1936; Stahl & Feigenson, 2015), it is di ffi cult to accurately measure and control all aspects of natural environments, and to measure participants ’…”
Making space for children’s agency with playful learning
Baker, S. T., Courtois, S. L., & Eberhart, J. (2021) · International Journal of Early Years Education · doi:10.1080/09669760.2021.1997726 · Cited by 58 · see citing works
“These expectations allow learners, even in the first year of life, to selectively act and to explore strategically rather than take stabs in the dark (Stahl and Feigenson 2015; Brod, Hasselhorn, and Bunge 2018).”
BackgroundFló, A., Benjamin, L., Palu, M., & Dehaene‐Lambertz, G. (2022) · Scientific Reports · doi:10.1038/s41598-022-08411-w · Cited by 58 · see citing works
Visual category representations in the infant brain
Xie, S., Hoehl, S., Moeskops, M., Kayhan, E., Kliesch, C., Turtleton, B., Köster, M., & Cichy, R. M. (2022) · Current Biology · doi:10.1016/j.cub.2022.11.016 · Cited by 58 · see citing works
Violations of Core Knowledge Shape Early Learning
Stahl, A. E., & Feigenson, L. (2018) · Topics in Cognitive Science · doi:10.1111/tops.12389 · Cited by 58 · see citing works
“Infants and children were no better at learning about this “innocent bystander” object when taught following a surprising violation event than following an expected event (Stahl & Feigenson, 2015; 2017).”
BackgroundResultInfluentialThe elaboration of exploratory play
Pelz, M., & Kidd, C. (2020) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2019.0503 · Cited by 63 · see citing works
“defying gravity versus passing through a solid object) in different ways [39,55].”
BackgroundGeraci, A., & Surian, L. (2022) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2022.105574 · Cited by 57 · see citing works
Visually Entrained Theta Oscillations Increase for Unexpected Events in the Infant Brain
Köster, M., Langeloh, M., & Hoehl, S. (2019) · Psychological Science · doi:10.1177/0956797619876260 · Cited by 55 · see citing works
“In addition, recent evidence suggests that infants take unexpected events as an opportunity to learn (Stahl & Feigenson, 2015).”
BackgroundResultInfluentialInfants’ Physical Reasoning and the Cognitive Architecture that Supports It
Lin, Y., Stavans, M., & Renée Baillargeon, B. (2022) · Cambridge University Press eBooks · doi:10.1017/9781108399838.012 · Cited by 54 · see citing works
Hyowon Gweon, C., & Schulz, L. (2018) · Child Development · doi:10.1111/cdev.13059 · Cited by 54 · see citing works
“Children spontaneously explore the world starting in infancy (e.g., Adolph, Eppler, & Gibson, 1993; Kretch & Adolph, 2016; Needham, 2000); as early as 11 months, infants selectively explore when events violate their expectations about object properties (Stahl & Feigenson, 2015).”
BackgroundSimplicity and validity in infant research
Kominsky, J. F., Lucca, K., Thomas, A. J., Frank, M. C., & Hamlin, J. K. (2022) · Cognitive Development · doi:10.1016/j.cogdev.2022.101213 · Cited by 50 · see citing works
The Epistemic Role of Core Cognition
Jenkin, Z. (2020) · The Philosophical Review · doi:10.1215/00318108-8012850 · Cited by 52 · see citing works
The Efficiency of Infants' Exploratory Play Is Related to Longer-Term Cognitive Development
Muentener, P., Herrig, E., & Schulz, L. (2018) · Frontiers in Psychology · doi:10.3389/fpsyg.2018.00635 · Cited by 55 · see citing works
Expression of Curiosity in Social Robots
Ceha, J., Chhibber, N., Goh, J., McDonald, C., Oudeyer, P., Kulić, D., & Law, E. (2019) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3290605.3300636 · Cited by 51 · see citing works
“Promoting curiosity has been shown to play a role in adult [33] and infant [39] learning, and foster early academic achievement, particularly for children with low socio-economic status [35].”
BackgroundThird-Party Preferences for Imitators in Preverbal Infants
Powell, L. J., & Spelke, E. (2018) · Open Mind · doi:10.1162/opmi_a_00018 · Cited by 48 · see citing works
“Then a display-blind experimenter presented the infants with physical copies of the imitator and nonimitator, testing which character infants would reach for first (see the Supplemental Materials [Powell & Spelke, 2018b] for details).”
Ruggeri, A., Swaboda, N., Sim, Z. L., & Alison Gopnik, C. (2019) · Cognition · doi:10.1016/j.cognition.2019.104013 · Cited by 50 · see citing works
Homo Faber Juvenalis: A Multidisciplinary Survey of Children as Tool Makers/Users
Lancy, D. F. (2017) · Childhood in the Past · doi:10.1080/17585716.2017.1316010 · Cited by 49 · see citing works
Fazekas, J., Jessop, A., Pine, J. M., & Rowland, C. F. (2020) · Royal Society Open Science · doi:10.1098/rsos.180877 · Cited by 50 · see citing works
“Error-based theories (which can explain learning patterns outside of language as well [9,10]) suggest that children, like adults, continuously predict upcoming words in conversation, and use these predictions to build up their competence in their first language by comparing what they predicted with the actual input re…”
BackgroundThe emergence of the empirical stance: Children’s testing of counterintuitive claims.
Ronfard, S., Chen, E. E., & Harris, P. L. (2017) · Developmental Psychology · doi:10.1037/dev0000455 · Cited by 48 · see citing works
“After all, infants seek such evidence after they have just seen a counterintuitive phenomenon, such as a solid object moving through a wall (Stahl & Feigenson, 2015; see also Baldwin, Markman, & Melartin, 1993).”
BackgroundRational Higher-Order Belief Revision in Young Children
Kimura, K., & Alison Gopnik, C. (2018) · Child Development · doi:10.1111/cdev.13143 · Cited by 48 · see citing works
Sheffler, P., Rodríguez, T. M., Cheung, C. S.-S., & Wu, R. (2021) · Wiley Interdisciplinary Reviews Cognitive Science · doi:10.1002/wcs.1585 · Cited by 58 · see citing works
Müller, C. A., Riemer, S., Virányi, Z., Huber, L., & Range, F. (2016) · PLoS ONE · doi:10.1371/journal.pone.0147753 · Cited by 49 · see citing works
Infants preferentially approach and explore the unexpected
Sim, Z. L., & Xu, F. (2017) · British Journal of Developmental Psychology · doi:10.1111/bjdp.12198 · Cited by 48 · see citing works
Hand interception of occluded motion in humans: a test of model-based vs. on-line control
Scaleia, B. L., Zago, M., & Lacquaniti, F. (2015) · Journal of Neurophysiology · doi:10.1152/jn.00475.2015 · Cited by 47 · see citing works
“Thus, before 1 yr of age, infants expect that an unsupported object falls, that an object moving down an inclined plane accelerates, and that an upwardly moving object decelerates, and they are surprised to see artificial violations of these expectations (Kim and Spelke 1992; Stahl and Feigenson 2015).”
BackgroundCaregiver–child interaction influences causal learning and engagement during structured play
Medina, C., & Sobel, D. M. (2019) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2019.104678 · Cited by 47 · see citing works
Sampling to learn words: Adults and children sample words that reduce referential ambiguity
Zettersten, M., & Saffran, J. R. (2020) · Developmental Science · doi:10.1111/desc.13064 · Cited by 45 · see citing works
The Empirical Child? A Framework for Investigating the Development of Scientific Habits of Mind
Butler, L. P. (2020) · Child Development Perspectives · doi:10.1111/cdep.12354 · Cited by 44 · see citing works
Young Children's Interactions with Objects: Play as Practice and Practice as Play
Lockman, J. J., & Tamis‐LeMonda, C. S. (2021) · Annual Review of Developmental Psychology · doi:10.1146/annurev-devpsych-050720-102538 · Cited by 44 · see citing works
Goudeau, S., & Cimpian, A. (2021) · Perspectives on Psychological Science · doi:10.1177/1745691620953781 · Cited by 42 · see citing works
“Even infants spend more time exploring objects that behave in surprising ways (e.g., floating in midair; Stahl & Feigenson, 2015), as if they were seeking explanations for these objects’ behavior (see also Baillargeon, 1994).”
BackgroundDevelopment of visual object recognition
Ayzenberg, V., & Behrmann, M. (2023) · Nature Reviews Psychology · doi:10.1038/s44159-023-00266-w · Cited by 41 · see citing works
“These findings are consistent with a growing literature that suggests that infants ‘curate’ their own experience to support visual learning by adjusting where they fixate or how they manipulate objects 175,178,179 .”
Wang, S. (2019) · Cognitive Psychology · doi:10.1016/j.cogpsych.2019.05.001 · Cited by 41 · see citing works
Oakes, L. M., & Rakison, D. H. (2019) · doi:10.1093/oso/9780195391893.001.0001 · Cited by 78 · see citing works
Action Prediction Allows Hypothesis Testing via Internal Forward Models at 6 Months of Age
Gredebäck, G., Lindskog, M., Juvrud, J., Green, D., & Marciszko, C. (2018) · Frontiers in Psychology · doi:10.3389/fpsyg.2018.00290 · Cited by 38 · see citing works
“In their recent paper, Stahl and Feigenson (2015) demonstrated that a violation of expectations generated enhanced learning and promoted information seeking behaviors in 11-month-old infants.”
BackgroundCheng, C., Káldy, Z., & Blaser, E. (2019) · Developmental Cognitive Neuroscience · doi:10.1016/j.dcn.2019.100616 · Cited by 40 · see citing works
Getting Comfortable with Uncertainty: The Road to Creativity in Preschool Children
Evans, N. S., Todaro, R. D., Golinkoff, R. M., & Hirsh‐Pasek, K. (2022) · Creativity theory and action in education · doi:10.1007/978-3-030-98729-9_13 · Cited by 38 · see citing works
Inferential social learning: Cognitive foundations of human social learning and teachingPreprint
Hyowon Gweon, C. (2021) · doi:10.31234/osf.io/8n34t · Cited by 38 · see citing works
“, objects [25], agents [26], number [28], and geometry [29]) that allows them to predict future events [30], explore events that violate these predictions [31], perform actions to learn from self-generated evidence [32,33], and even infer the cause of their failures when such actions fail [34].”
BackgroundInfants anticipate probabilistic but not deterministic outcomes
Téglás, E., & Bonatti, L. L. (2016) · Cognition · doi:10.1016/j.cognition.2016.09.003 · Cited by 37 · see citing works
Response latencies and eye gaze provide insight on how toddlers gather evidence under uncertainty
Leckey, S., Selmeczy, D., Kazemi, A., Johnson, E. G., Hembacher, E., & Ghetti, S. (2020) · Nature Human Behaviour · doi:10.1038/s41562-020-0913-y · Cited by 36 · see citing works
- Authors
- Stahl, A. E., & Feigenson, L.
- Affiliations
- Johns Hopkins University (US)
- Corresponding author
- Stahl, Aimee E.
- Venue
- Science
- Published
- 2015-04-03
- Volume
- 348
- Issue
- 6230
- Pages
- 91-94
- ISSN
- 0036-8075 (ISSN-L)
- 1095-9203
- PMC
- PMC5861377
- OpenAlex
- W1980054804
- Cited by
- 617
- References
- 28
- Citations by year
- 2026: 40 · 2025: 60 · 2024: 92 · 2023: 46 · 2022: 64 · 2021: 53 · 2020: 93 · 2019: 56 · 2018: 48 · 2017: 29 · 2016: 26 · 2015: 9
- FWCI
- 93.92
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Science (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- NSF Graduate Research Fellowship (DGE-1232825)
- Topics
- Social Sciences › Psychology › Developmental and Educational Psychology › Child and Animal Learning Development
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Psychological and Educational Research Studies
- Social Sciences › Psychology › Developmental and Educational Psychology › Language Development and Disorders
- Keywords
- expectancy violation, infant learning, exploration, information seeking, hypothesis testing, prior expectations, object behavior, surprise, early learning, cognitive development
- MeSH terms
- Child Development, Cognition, Exploratory Behavior, Humans, Infant, Learning, Knowledge
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