The modularity of action and perception revisited using control theory and active inference
Manuel Baltieri, Christopher L. Buckley
arXiv (Cornell University) June 7, 2018 preprint DOI: 10.1162/isal_a_00031 (opens in new tab)
Study at a glance
AI-extracted from the abstract| Characteristics | Theoretical or philosophical paper |
|---|---|
| Citations | 23 |
| Key points | Argues that the modular independence of action and perception assumed by computationalist theories maps onto control theory's separation principle, which supplies formal criteria for assessing that modularity. Contends that real-time environmental feedback is not sufficient to escape the "classical sandwich." Proposes that active inference extends control-theoretic ideas to biological systems while discarding the separation principle, producing non-modular models aligned with 4E theories of cognition. |
Abstract
The assumption that action and perception can be investigated independently is entrenched in theories, models and experimental approaches across the brain and mind sciences. In cognitive science, this has been a central point of contention between computationalist and 4Es (enactive, embodied, extended and embedded) theories of cognition, with the former embracing the "classical sandwich", modular, architecture of the mind and the latter actively denying this separation can be made. In this work we suggest that the modular independence of action and perception strongly resonates with the separation principle of control theory and furthermore that this principle provides formal criteria within which to evaluate the implications of the modularity of action and perception. We will also see that real-time feedback with the environment, often considered necessary for the definition of 4Es ideas, is not however a sufficient condition to avoid the "classical sandwich". Finally, we argue that an emerging framework in the cognitive and brain sciences, active inference, extends ideas derived from control theory to the study of biological systems while disposing of the separation principle, describing non-modular models of behaviour strongly aligned with 4Es theories of cognition.
Citations in the library
Cites 4
- A tale of two densities: active inference is enactive inference. Adaptive Behavior August 1, 2020
- From cognitivism to autopoiesis: towards a computational framework for the embodied mind. Synthese 2018
- Model-Based Approaches to Active Perception and Control Entropy June 9, 2017
- Six views of embodied cognition 2002