mlsanityData to 7 Oct 2026

Generative models as parsimonious descriptions of sensorimotor loops

arXiv 1904.12937 ↗First posted 29 Apr 2019q-bio.NC cs.AIcited by 11

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Abstract (arXiv)

The Bayesian brain hypothesis, predictive processing and variational free energy minimisation are typically used to describe perceptual processes based on accurate generative models of the world. However, generative models need not be veridical representations of the environment. We suggest that they can (and should) be used to describe sensorimotor relationships relevant for behaviour rather than precise accounts of the world.

Key facts. Cited by 11 papers in the map (data through 7 Oct 2026). First posted on arXiv 29 Apr 2019.

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Citing papers per year: 2021: 2; 2022: 2; 2023: 4; 2024: 2; 2025: 1.

11 papers.