dynamic causal models

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

• Deterministic Causal Modelconcept0.845
  Formal representation of algorithms as directed acyclic graphs computing functions f_A
• Acyclic Causal Modelconcept0.797
  Consists of input, intermediate, and output variables with associated causal mechanisms; the mathematical object central to DAS.
• Causal Mediation of Model Outputsconcept0.788
  The extent to which a probe direction, when intervened upon, actually changes model outputs — contrasted with mere classification accuracy
• Causal Emergenceconcept0.778
  Core concept: degree to which an agent exerts unique predictive power on its future; key to cognition at all scales.
• Causal Mediationconcept0.773
  Whether an internal direction causally controls a target behavior, verified by intervention success
• Causal Mechanismconcept0.765
  Function determining the value of a variable based on its causal parents in an acyclic causal model.
• Causal Invarianceconcept0.761
  Property that causal mechanisms remain stable across environments; desirable for OOD.
• Deep Temporal Modelsconcept0.755
  Hierarchical generative models with separate timescales, enabling long-term planning.