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Avoiding frostbite: It helps to learn from others

Published online by Cambridge University Press:  10 November 2017

Michael Henry Tessler
Affiliation:
Department of Psychology, Stanford University, Stanford, CA 94305. [email protected]@[email protected]/~mtessler/noahgoodman.netstanford.edu/~mcfrank/
Noah D. Goodman
Affiliation:
Department of Psychology, Stanford University, Stanford, CA 94305. [email protected]@[email protected]/~mtessler/noahgoodman.netstanford.edu/~mcfrank/
Michael C. Frank
Affiliation:
Department of Psychology, Stanford University, Stanford, CA 94305. [email protected]@[email protected]/~mtessler/noahgoodman.netstanford.edu/~mcfrank/

Abstract

Machines that learn and think like people must be able to learn from others. Social learning speeds up the learning process and – in combination with language – is a gateway to abstract and unobservable information. Social learning also facilitates the accumulation of knowledge across generations, helping people and artificial intelligences learn things that no individual could learn in a lifetime.

Type
Open Peer Commentary
Copyright
Copyright © Cambridge University Press 2017 

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References

Bonawitz, E., Shafto, P., Gweon, H., Goodman, N. D., Spelke, E. & Schulz, L. (2011) The double-edged sword of pedagogy: Instruction limits spontaneous exploration and discovery. Cognition 120(3):322–30. Available at: http://doi.org/10.1016/j.cognition.2010.10.001.Google Scholar
Boyd, R., Richerson, P. J. & Henrich, J. (2011) The cultural niche: Why social learning is essential for human adaptation. Proceedings of the National Academy of Sciences of the United States of America 108(suppl 2):10918–25.CrossRefGoogle ScholarPubMed
Buchsbaum, D., Gopnik, A., Griffiths, T. L. & Shafto, P. (2011) Children's imitation of causal action sequences is influenced by statistical and pedagogical evidence. Cognition 120(3):331–40. Available at: http://doi.org/10.1016/j.cognition.2010.12.001.Google Scholar
Csibra, G. & Gergely, G. (2009) Natural pedagogy. Trends in Cognitive Sciences 13(4):148–53.Google Scholar
Frank, M. C. & Goodman, N. D. (2014) Inferring word meanings by assuming that speakers are informative. Cognitive Psychology 75:8096.Google Scholar
Gelman, S. A. (2009) Learning from others: Children's construction of concepts. Annual Review of Psychology 60:115–40.Google Scholar
Goodman, N. D. & Frank, M. C. (2016) Pragmatic language interpretation as probabilistic inference. Trends in Cognitive Sciences 20(11):818–29.Google Scholar
Kline, M. A. (2015) How to learn about teaching: An evolutionary framework for the study of teaching behavior in humans and other animals. Behavioral and Brain Sciences 2015;38:e31.Google Scholar
Lambert, A (2011) The gates of hell: Sir John Franklin's tragic quest for the Northwest Passage. Yale University Press.Google Scholar
Shafto, P., Goodman, N. D. & Frank, M. C. (2012) Learning from others: The consequences of psychological reasoning for human learning. Perspectives on Psychological Science 7(4):341–51.Google Scholar
Tomasello, M. (1999) The cultural origins of human cognition. Harvard University Press.Google Scholar
Tsividis, P. A., Pouncy, T., Xu, J. L., Tenenbaum, J. B. & Gershman, S. J. (2017) Human learning in Atari. In: Proceedings of the Association for the Advancement of Artificial Intelligence (AAAI) Spring Symposium on Science of Intelligence: Computational Principles of Natural and Artificial Intelligence, Stanford University, Palo Alto, CA, March 25–27, 2017. AAAI Press.Google Scholar