Corpus ID: 236469213

Growing knowledge culturally across generations to solve novel, complex tasks

@article{Tessler2021GrowingKC,
  title={Growing knowledge culturally across generations to solve novel, complex tasks},
  author={Michael Henry Tessler and Pedro Tsividis and Jason Madeano and Brin Harper and Joshua B. Tenenbaum},
  journal={ArXiv},
  year={2021},
  volume={abs/2107.13377}
}
Knowledge built culturally across generations allows humans to learn far more than an individual could glean from their own experience in a lifetime. Cultural knowledge in turn rests on language: language is the richest record of what previous generations believed, valued, and practiced. The power and mechanisms of language as a means of cultural learning, however, are not well understood. We take a first step towards reverseengineering cultural learning through language. We developed a suite… Expand

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References

SHOWING 1-10 OF 24 REFERENCES
Iterated learning and the cultural ratchet
Iterated Learning and the Cultural Ratchet Aaron Beppu (abeppu@berkeley.edu) Thomas L. Griffiths (tom griffiths@berkeley.edu) Department of Psychology and Cognitive Science Program University ofExpand
The cultural niche: Why social learning is essential for human adaptation
TLDR
It is argued that humans may be smarter than other creatures, but none of us is nearly smart enough to acquire all of the information necessary to survive in any single habitat. Expand
The multiple roles of cultural transmission experiments in understanding human cultural evolution
  • A. Mesoudi, A. Whiten
  • Sociology, Medicine
  • Philosophical Transactions of the Royal Society B: Biological Sciences
  • 2008
TLDR
How experimental studies of cultural transmission in adult humans can address general questions regarding the ‘who, what, when and how’ of human cultural transmission, and consequently inform a theory of humancultural evolution is explored. Expand
Iterated learning: Intergenerational knowledge transmission reveals inductive biases
TLDR
An experiment in iterated function learning with human participants confirmed that this process should converge to an equilibrium that reflects the inductive biases of the learners, providing insight into the consequences of intergenerational knowledge transmission and a method for discovering the inductives that guide human inferences. Expand
The foundations of the human cultural niche
TLDR
It is found that humans' reasoning abilities play an important role in the production of innovations, but that groups of individuals are able to produce artefacts that are more complex than any isolated individual can produce during the same amount of time. Expand
Experimental Evidence for the Co-Evolution of Hominin Tool-Making Teaching and Language
TLDR
The results support the hypothesis that hominin reliance on stone tool-making generated selection for teaching and language and imply that teaching or proto-language may have been pre-requisites for the appearance of Acheulean technology. Expand
Studying cumulative cultural evolution in the laboratory
TLDR
The experiments show that cumulative cultural evolution can result in adaptive complexity in behaviour and can also produce convergence in behaviour, lending support to ideas that some behaviours commonly attributed to natural selection and innate tendencies could in fact be shaped by cultural processes. Expand
Building machines that learn and think like people
TLDR
It is argued that truly human-like learning and thinking machines should build causal models of the world that support explanation and understanding, rather than merely solving pattern recognition problems, and harness compositionality and learning-to-learn to rapidly acquire and generalize knowledge to new tasks and situations. Expand
What is cumulative cultural evolution?
TLDR
A core set of criteria for CCE are identified which are both necessary and sufficient, and may be found in non-human species, and a set of extended criteria that are observed in human CCE but not, to date, in other species. Expand
Learning from others: children's construction of concepts.
  • S. Gelman
  • Psychology, Medicine
  • Annual review of psychology
  • 2009
TLDR
These findings argue against the simple notion that conceptual development is either supplied by the environment or innately specified, and instead demonstrate how the two work together. Expand
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