Search Results for author: Frederick Callaway

Found 3 papers, 1 papers with code

Exploring the hierarchical structure of human plans via program generation

2 code implementations30 Nov 2023 Carlos G. Correa, Sophia Sanborn, Mark K. Ho, Frederick Callaway, Nathaniel D. Daw, Thomas L. Griffiths

We find that humans are sensitive to both metrics, but that both accounts fail to predict a qualitative feature of human-created programs, namely that people prefer programs with reuse over and above the predictions of MDL.

Humans decompose tasks by trading off utility and computational cost

no code implementations7 Nov 2022 Carlos G. Correa, Mark K. Ho, Frederick Callaway, Nathaniel D. Daw, Thomas L. Griffiths

Human behavior emerges from planning over elaborate decompositions of tasks into goals, subgoals, and low-level actions.

Learning to select computations

no code implementations18 Nov 2017 Frederick Callaway, Sayan Gul, Paul M. Krueger, Thomas L. Griffiths, Falk Lieder

The efficient use of limited computational resources is an essential ingredient of intelligence.

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