Topics — What a work is about. Nucleation holds whatever reading the owner files here, whether or not an Anthology of the SOTA topic could also hold it; instruction for ML practice belongs to the anthology (ADR-048). The words are seeded from the clusters the reading-time triage of 2026-09-25 found, and grow by decision.

Causality — causation and the structure of causal relations — causal order, definite and indefinite, and its combinatorics, topology and geometry; sheaf- and process-theoretic accounts of causality; causal models, causal inference and interventionist accounts of what a causal relation is; and the metaphysics of causation — exclusion, mental causation, causal emergence and closure, reciprocal causation (ADR-035).

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#TitleSummaryStatus
TERM-039measurement context, as the elicitation protocol that enters the response and not the situationThe third of the three roles that “frame” was split into at A125 §1, after the communicative situation (TERM-030) and the framing intervention (TERM-018): the conditions under which a judgement is elicited. In A129 §1’s model it enters the judgement, not the interpreter’s state. It appears five times, so it gets a code. Its name collides with TERM-031’s.Active
TERM-057transfer entropy: how much the last l values of a source reduce uncertainty about a target’s next value beyond the target’s own last k values, I(X_{t+1}; Y_t^{(l)} | X_t^{(k)}), a directed predictive quantity that depends on k, l and any conditioning series, not a measure of information flow and not an intervention effectThe record names transfer entropy in its readings of Granger causality, causal emergence, colloid dynamics, IIT and the global workspace, and the documents use different history conventions (NOTE-053’s k-histories, NOTE-788’s single target value at lag τ). This fixes the word from Schreiber (NOTE-940), with the history lengths explicit, and says what it must not be confused with: flow (CLAIM-335), directed information, time-delayed mutual information, interventional flow and Granger causality.Active
TERM-058Granger causality: the past of one series improving the prediction of another’s next value beyond the past of everything else in a stated information set, a predictive relation relative to that set and its lags, and not by itself the effect of an interventionThe record names Granger causality in its readings of transfer entropy (NOTE-053), causal emergence (NOTE-010, NOTE-726, NOTE-791) and IIT (NOTE-122), always through other authors. This fixes the word: relative to an information set, predictive, and interventional only under the conditions of THEORY-704. Defined from Barnett, Barrett and Seth, Seth, and Eichler and Didelez; Granger (1969) itself is Unavailable.Active
TERM-067 v4governance-response profile, of a state for a declared family of interventions on the mechanisms that govern efficacy: the tuple of its response kernels, J_I(s) = (K_i(· | s))_{i∈I} with K_i(y | s) = P(Y^(i) = y | S = s); a description is governance-response sufficient for (I, Y) when the profile factors through itDefined at A15 §2, A16 §4 and A17 §4.1 of the exchange of 2026-10-20, and reused at A18 and A23. A15 called sufficiency for it “a direct application of the factorization criterion [CLAIM-350], not an independently established new theorem”; A16 §14 “a governance-specific causal preservation test, not necessarily a wholly independent kind of fidelity”. It is not TERM-043’s causal component with the identity correspondence, as this entry first said: that component compares interventional laws, and is zero for a coarse-graining that loses the response of every state (CLAIM-399). It is a fixed-target, state-conditional sufficiency. Adopted by the owner on 2026-10-21. It names what CLAIM-407 is stated in; it replaces nothing.Active