Sum-Over-Paths Method

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

• Path Expansion Methodmethod0.744
  The core analytical technique of expanding transformer computations from layer-by-layer products into sums of end-to-end path terms for independent analysis
• Winner-Take-All Computationconcept0.721
  Neural circuit motif selecting the strongest input; approximated by softmax.
• Step-by-step processconcept0.709
  The idea that living structure emerges only through a sequence of small, structure-preserving moves, not by a single grand blueprint.
• Representation-based Pathconcept0.708
  The path in activation space derived by fitting the representation manifold, used to steer along the geometric structure of internal representations.
• Gradient methodmethod0.703
  Optimization technique that computes weight changes by following the gradient of an error function; contrasted with evolutionary stochastic search.
• exponential path combinatoricsconcept0.701
  The number of distinct paths information can travel from point A to B in a transformer is C(m+n, n), quickly exceeding the number of atoms in the universe.
• Path Patchingmethod0.692
  Method by Goldowsky-Dill et al. 2023 for localizing model behavior via targeted activation interventions
• Cartesian Methodframework0.692
  The scientific method that requires observation by any observer and excludes subjective states, argued to be inadequate for measuring life.