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- W3177100526 abstract "Conceptual abstraction and analogy-making are key abilities underlying humans' abilities to learn, reason, and robustly adapt their knowledge to new domains. Despite a long history of research on constructing artificial intelligence (AI) systems with these abilities, no current AI system is anywhere close to a capability of forming humanlike abstractions or analogies. This paper reviews the advantages and limitations of several approaches toward this goal, including symbolic methods, deep learning, and probabilistic program induction. The paper concludes with several proposals for designing challenge tasks and evaluation measures in order to make quantifiable and generalizable progress in this area." @default.
- W3177100526 created "2021-07-05" @default.
- W3177100526 creator A5086956524 @default.
- W3177100526 date "2021-06-25" @default.
- W3177100526 modified "2023-10-12" @default.
- W3177100526 title "Abstraction and analogy‐making in artificial intelligence" @default.
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- W3177100526 doi "https://doi.org/10.1111/nyas.14619" @default.
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