Minimum complexity drives regulatory logic in Boolean models of living systems

A Subbaroyan, OC Martin, A Samal - PNAS nexus, 2022 - academic.oup.com
minimize complexity defined via either Boolean complexity or average sensitivity, 2 complexity
… In particular, this second complexity measure is minimized by NCFs, a class of rules that …

The complexity of human cooperation under indirect reciprocity

FP Santos, JM Pacheco… - … Transactions of the …, 2021 - royalsocietypublishing.org
… Here, we equate complexity to the number of literals in the … step-by-step guide of how to
minimize logic formulae). Though not … and strategy complexity based on Boolean complexity [32], …

Curi: A benchmark for productive concept learning under uncertainty

R Vedantam, A Szlam, M Nickel… - … Machine Learning, 2021 - proceedings.mlr.press
… All valid (type-consistent) compositions of functions are potential complex concepts in our …
models and input modalities on the Boolean, Concept IID, Complexity, and Instance IID splits …

Using web‐based gamified software to learn Boolean algebra simplification in a blended learning setting

EM Jiménez‐Hernández, H Oktaba… - Computer …, 2020 - Wiley Online Library
Boolean expressions, (d) the game-based proposal from Reference [8], which is used to learn
to minimize Boolean … simplification of simple and complex Boolean expressions (those that …

Symbols and mental programs: a hypothesis about human singularity

S Dehaene, F Al Roumi, Y Lakretz, S Planton… - Trends in Cognitive …, 2022 - cell.com
… lies a specifically human mode of mental representation: discrete symbols and their composition
in a recursive language allow our species to build arbitrarily complex mental structures …

[HTML][HTML] The child as hacker

JS Rule, JB Tenenbaum, ST Piantadosi - Trends in cognitive sciences, 2020 - cell.com
… more complex, using many processes to optimize complex … We extend the idea of learning
as programming by drawing … the diverse goals and means humans use to make code better. …

Entropy-based logic explanations of neural networks

P Barbiero, G Ciravegna, F Giannini, P Lió… - Proceedings of the …, 2022 - ojs.aaai.org
Boolean data, we denote with ˆCi the set with the Boolean-like … When H is jointly minimized
with the usual loss function for … logic rules of increasing complexity from individual obser…

Raising the bar for theories of categorisation and concept learning: The need to resolve five basic paradigmatic tensions

R Vigo, J Wimsatt, CA Doan… - Journal of Experimental & …, 2022 - Taylor & Francis
… the corners of a Boolean cube (middle) where the sides of the Boolean cube represent the …
need to investigate the range in complexity of concepts which can be formed through patterns …

Modal semantic universals optimize the simplicity/informativeness trade-off

N Imel, S Steinert-Threlkeld - Semantics and …, 2022 - journals.linguisticsociety.org
complexity of a language as a sum of the complexities of the … we look at all combinations of
minimizing and maximizing both … LoTs at predicting boolean concept learning curves. Our LoT…

Learning iterative reasoning through energy minimization

Y Du, S Li, J Tenenbaum… - … on Machine Learning, 2022 - proceedings.mlr.press
… assignments to each variable, and ek verifies whether the boolean assignments in y satisfies
the … minimization procedure at test time. We next analyze the computational complexity of …