# The Benefits of Circuit Convolution&#58; behavioral complexity arises from developmentally&#45; simulated nonlinearity&#46;

Presenter: Bradly Alicea

Contribution: Pre&#45;recorded Video presentation

Public ID: talk&#45;d61e3f8d2ce726ee

## Submitted abstract

While the generation of behaviors is generally substrate&#45;agnostic &#40;there is more than one way to build a neural circuit&#41;&#44; complex behaviors require an increase in representational complexity&#46; We explore an architecture called the biological Rube Goldberg Machine &#40;bRGM&#41;&#46; This will be used to model the Developmental Neurosimulation of a generalized architecture that produces spatial navigation behaviors&#46; Developmental Neurosimulation has been used to simulate the development of Braitenberg Vehicles&#46; In this talk&#44; we will explore the neurosimulation of Cybernetic Convolution Networks &#40;CCNs&#41;&#44; which have the potential to add great complexity to sensor&#45;effector pairings&#46; Additional connections to agentive learning and optimization models of behavior will also be discussed&#46;

Source: [submitted source](<https://2026symposium.activeinference.institute/>)

Abstract SHA256: 83f29b88ab29c219641635abf0dbb55e56c873f5d2fc3a58397eb796d10fb011

## Organizer review checklist

- [ ] Confirm the submitted title, presenter, and abstract with the presenter.
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## Public learning resources

These approved event resources are starting points; topic relevance and author identity have not been inferred.

- Active Inference Ontology: https&#58;&#47;&#47;github&#46;com&#47;ActiveInferenceInstitute&#47;Active&#95;Inference&#95;Ontology
- Cognitive Agent Modeling: https&#58;&#47;&#47;github&#46;com&#47;ActiveInferenceInstitute&#47;ActiveInferenceImplementations
- GEO&#45;INFER: https&#58;&#47;&#47;github&#46;com&#47;ActiveInferenceInstitute&#47;GEO&#95;INFER
- Generalized Notation Notation: https&#58;&#47;&#47;github&#46;com&#47;ActiveInferenceInstitute&#47;Generalized&#95;Notation&#95;Notation
- pymdp: https&#58;&#47;&#47;github&#46;com&#47;infer&#45;actively&#47;pymdp
- Reproducible publication template: https&#58;&#47;&#47;github&#46;com&#47;docxology&#47;template

OpenAlex discovery-only search (not a verified identity or literature match): https&#58;&#47;&#47;openalex&#46;org&#47;works&#63;search&#61;The&#37;20Benefits&#37;20of&#37;20Circuit&#37;20Convolution&#37;3A&#37;20behavioral&#37;20complexity&#37;20arises&#37;20from&#37;20developmentally&#45;&#37;20simulated&#37;20nonlinearity&#46;
