Computational Reflection in the ML Family

Anderson, J. A. (2017). Computational Reflection in the ML Family. ACM Computing Surveys, 50(1), 1-37.

Type

Journal article

Intellectual base

Primary research

Year

2017

Volume

50

Issue

1

Pages

1-37

Link

no authoritative link yet

Cited from

linguistics_semiotics

Cited by

4 citations across 4 artifacts.

Each citation links to the sentence it supports in the citing article.

Primes

• Contextual Mode Switching
  • System 2 — humans switch between fast, intuitive processing and slow, deliberative processing based on task difficulty, stakes, and cognitive load — reflects computational models of reflection and metacognitive switching

    This sourceAnderson computational reflection survey meta-programming reflection APIs scalability.

• Emergent Formalization (Language)

  • This sourceAnderson computational reflection survey meta-programming reflection APIs scalability.

• Meta-Symbolic Reflection
  • Anderson 2017

    This sourceAnderson computational reflection survey meta-programming reflection APIs scalability.

• Synchronic vs. Diachronic Analysis
  • Training trajectory (diachronic) shows how representations evolved and which phases were critical.

    This sourceAnderson computational reflection survey meta-programming reflection APIs scalability.

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