Causal Mediation of Model Outputs

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• Causal Mediation Analysisconcept0.830
  Framework for evaluating whether probe directions are causally implicated in model outputs via activation patching
• Deterministic Causal Modelconcept0.802
  Formal representation of algorithms as directed acyclic graphs computing functions f_A
• dynamic causal modelsconcept0.788
  Nonlinear models of brain dynamics that can be inverted via DEM.
• Causal Intervention on Representationsconcept0.770
  The use of interventions (rather than correlations) to establish a causal link between representation geometry and behavioral geometry.
• causal shaping of behavior by representation geometryconcept0.760
  Central question: does geometry in activation space causally determine behavior?
• Forward model (output-input model)concept0.751
  A model mapping outputs to expected inputs, used in motor control and perception for embodiment.
• Acyclic Causal Modelconcept0.749
  Consists of input, intermediate, and output variables with associated causal mechanisms; the mathematical object central to DAS.
• causal maskingconcept0.749
  Attention restricted to previous tokens only, as in decoder-only models; leads to AR(ω)-like behaviour and no ordered phase