The less is more paradox in relational learning

  • Erin Anderson
  • , Apoorva Shivaram
  • , Susan Hespos
  • , Dedre Gentner

Research output: Chapter in Book / Conference PaperConference Paperpeer-review

Abstract

The ability to generalize previous knowledge to new contexts is a key aspect of human cognition and relational learning. A well-known learning maxim is that breadth of training predicts breadth of transfer. When examples vary in their surface features, this provides evidence that only the common relational structure is relevant. However, there is some evidence suggesting that the above maxim may not apply well in early relational learning. Here, we present a further test whether the maxim holds for young infants. We find that 3-month-old infants perform better with a narrow, perceptually similar training set than with a broad, perceptually variable set. We argue that lower-level perceptual similarities can prompt comparison processes that facilitate relational abstraction. These findings cohere with research arguing relational learning depends on relational alignment.
Original languageEnglish
Title of host publicationProceedings of the 45th Annual Conference of the Cognitive Science Society (COGSCI 2023), Sydney, Australia, July 26 - 29, 2023
PublisherCognitive Science Society
Pages208-215
Number of pages8
Publication statusPublished - 2023
EventCognitive Science Society (U.S.). Conference -
Duration: 1 Jan 2023 → …

Conference

ConferenceCognitive Science Society (U.S.). Conference
Period1/01/23 → …

Open Access - Access Right Statement

©2023 The Author(s). This work is licensed under a Creative Commons Attribution 4.0 International License (CC BY) (https://creativecommons.org/licenses/by/4.0/deed.en).

Fingerprint

Dive into the research topics of 'The less is more paradox in relational learning'. Together they form a unique fingerprint.

Cite this