Computational fMRI

Application of active inference to fMRI data; cited as prior use of the framework

Neighborhood — ranked by edge-count

framework

Active Inference
implements
Foundational framework by Karl Friston; the paper extends it to three hierarchical levels for modeling meta-awareness.

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.

Computational Functionalismframework0.793
Hypothesis that some class of computations suffices for consciousness; central assumption for AI consciousness route.
What Is The Computational Boundary Between A Biologicalquestion0.754
fMRI Neural Criticality Measurementmethod0.748
Proposed empirical method alongside EEG for measuring signatures of criticality in post-dual agents
Computational Mechanicsframework0.746
Crutchfield's framework inferring minimal causal models from stochastic processes; causal states and transition matrices.
Computational Phenomenologyconcept0.736
Framework by Sandved Smith et al. (2021) formalizing hierarchy from perception to meta-awareness; grounds self_observation dimension.
Institute For Computationally Designed Organismsinstitute0.733
Computational Irreducibilityconcept0.727
Wolfram's principle: no shortcut to predict emergent properties without full simulation.
Computational economic analysismethod0.721
The dominant methodological approach across all discovered papers; contrasts with anthropological/historical comparison methods.