Dimensional Unbounded Space of Related Self-Similar Mechanisms

Piumarta's central thesis: all diverse dynamic mechanisms (object-oriented, subject-oriented, context-oriented, Worlds, etc.) are specializations of points within a parameterizable multidimensional associative space.

Source paper

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An association-based model of dynamic behaviour

(2011) · Piumarta, Ian

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Communities (2)

community

Causal emergence in biological systems
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Examines how macro-scale causal power exceeds micro-scale in living and learning systems.
Substrate-independent associative learning in biological networks
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Learning and memory mechanisms (Pavlovian conditioning, pattern completion) emerge in gene regulatory and molecular networks through coarse-graining and causal emergence analysis.

Related by similarity (8)

cosine ≥ 0.65 · no typed edge

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

"We could continue to invent new and exciting mechanisms beyond context-orientation and Worlds, ad absurdum, or recognise they are all just points within a dimensionally unbounded space of related, self-similar mechanisms."concept0.782
Claim that many advanced programming paradigms reduce to parameterizations of the n-way associative model.
Multi-dimensional delegation spaceconcept0.759
Diverse Problem Spaces (3D, morphospace, transcriptional, physiological)concept0.748
Intelligence is defined by navigating not just 3D space but also anatomical, gene expression, and physiological spaces.
How Will Creatures In Multidimensional Cognitive Space Relatequestion0.743
The Tolman-Eichenbaum Machine: Unifying Space and Relational Memory through Generalization in the Hippocampal Formation (Whittington et al., 2020)concept0.740
Prior paper by the same lead author introducing TEM; the neuroscience model whose relationship to transformers is the central topic.
How Will Creatures Within A Multidimensional Space Ofquestion0.735
The mechanism of heredity is closely related to, nay, founded on, the very basis of quantum theory.claim0.733
The assertion that gene stability and mutations are explained by quantum mechanics.
Manifold Fitting to Representation/Behavior Spacemethod0.733
The procedure of fitting a one-dimensional manifold (path) to clusters in activation or behavior space to capture the geometric structure of a concept.