Maps

Where theories of cognition disagree

Separate disagreements about what cognition is, what counts as an explanation, and how to investigate it.

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Two accounts of cognition can disagree at different levels. They might propose different mechanisms, accept different kinds of explanation, or draw the boundary of the cognitive system differently. Treating all of these as one dispute makes it harder to say what would settle any of them.

This map compares research programmes across those commitments. Its purpose is to locate a disagreement before trying to resolve it. The categories are working distinctions, and individual accounts may cross them.

A first orientation to the theories

Different accounts bring different features of cognition into focus: symbols and operations, functional organization, bodily activity, relations to the environment, prediction, or processes unfolding through time.

The overview below groups these emphases for browsing. Membership in a cluster does not make two theories equivalent, and placement in different clusters does not by itself make them incompatible. Each relationship is a question to investigate in the linked notes.

Explore the theory overview
Computational Embodied/Embedded Process-Oriented
Computational Embodied Process COMP FUNC EMB EXT PP DYN informs challenges
Hover over a theory
Click or hover on nodes to explore each perspective.
Key tensions: representations vs. dynamics • inside vs. extended • substrate vs. function

From emphasis to disagreement

Knowing what an account foregrounds is a starting point. Comparing it with another requires a more specific question: do they disagree about what exists, about what an explanation should accomplish, or about how to investigate the phenomenon?

The five research programmes below organize that comparison. They are not a second classification of every theory in the overview. A position such as functionalism, or a claim about the boundaries of cognition, can intersect more than one programme. The three layers help locate what is actually at stake in a particular disagreement.

Three layers of disagreement

Layer What it settles Example Disagreement
Ontological What cognition is Computation vs. coupling
Explanatory What counts as explanation Mechanism vs. optimality proof vs. phase portrait
Methodological How to investigate Behavioral experiments vs. dynamical modeling

These come apart. Two researchers can share ontology (representationalism) but diverge on explanatory norms (mechanistic vs. computational-level). Different components have different rigidity.

The Five Programmes

Classical/Symbolic

Cognition is rule-governed symbol manipulation.

Key Figures: Fodor, Newell, Pylyshyn

Connectionist

Cognition is pattern transformation across distributed representations.

Key Figures: Rumelhart, McClelland, Smolensky

Bayesian

Cognition is approximate optimal inference under uncertainty.

Key Figures: Tenenbaum, Griffiths, Friston

Embodied/Enactive

Cognition is inseparable from bodily action and environmental coupling.

Key Figures: Varela, Thompson, Di Paolo

Dynamical Systems

Cognition is continuous state-space evolution.

Key Figures: Kelso, Thelen, Van Gelder
Symbolic
Connectionist
Bayesian
Enactive
Dynamical
Ontological What cognition IS
Computation Rule-governed symbol manipulation & syntax.
Vector Transform Pattern transformation across distributed nodes.
Inference Approximate optimal inference under uncertainty.
Coupling Inseparable from bodily action & environment.
Evolution Continuous state-space evolution in time.
Explanatory What counts as explanation
Algorithm Program-level description of information processing.
Network Dynamics Learning rules, weight changes, energy landscapes.
Optimality Rational analysis: why is this behavior optimal?
History History of structural coupling & viability.
Attractor Phase portraits, manifolds, stability analysis.
Methodological How to investigate
Behavioral Reaction times, error rates, logic proofs.
Simulation Training artificial neural networks on tasks.
Ideal Models Comparing behavior to ideal observer models.
Phenomenology First-person experience + ethology.
Diff Eq Differential equations & coordination dynamics.

Programme Relations

Relations are a partial order, not pure rivalry:

  • Bayesian & Connectionist: Complementary across Marr levels.
  • Embodiment: Often about scope (boundaries) rather than mechanism.
  • Dynamical Systems: A mathematical vocabulary applicable within multiple ontologies.

Before treating two programmes as rivals, ask whether they address the same explanatory task. Accounts at different levels may fit together, but compatibility still has to be established for the particular accounts being compared.

Case Study: Predictive Processing

PP attempts unification by straddling: Bayesian at computational level, Connectionist in implementation, Dynamical in mathematics.

However, there are limits to what it can absorb without becoming unfalsifiable:

  • Radical enactivism's rejection of representational content.
  • Strongly externalist claims where cognition crosses the skin.
  • Social constitution of norms (are practices just "priors"?).

Hierarchy of Presupposition

Level Example Status
Phenomenal Behavioral regularities needing explanation Minimal shared
Thin Theoretical Adaptive coordination with environment Already boundary-drawing
Thicker Framing "Cognition", "Representation" Contested
Programme-Specific "How is X represented?" Fully internal

Critical Realism as Regulative Commitment

The question of usefulness

What does a framework help us investigate? Bracketing a dispute about what exists can make inquiry possible while leaving that dispute unresolved.

My Stance

Bracketing is epistemically modest, not ontologically deflationary. Cognitive mechanisms and social processes are real and stratified.

What this buys:

  • Against instrumentalism: PP translating enactivism into priors might be wrong about the joints of reality, not just less useful.
  • Differentiated realism: Methodology is instrumental; Ontology tracks real mechanisms.
  • Unified stance: Experiments and ethnography are probing different strata of the same reality.