concept
active
concept:circuit-analysis

Circuit Analysis

Fine-grained approach to identifying specific network components responsible for reflection, mentioned as future direction.

Neighborhood — ranked by edge-count

Related by similarity (8)

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.

  • Circuit Findingmethod0.846
    Interpretability technique for identifying functional sub-circuits in neural networks, supported by pyvene
  • Advantage of DiffLogic CA over NCA — learned rules are pure binary logic circuits that can be visualized and analyzed
  • Circuits Threadframework0.777
    An open scientific collaboration hosted on Distill slack studying the inner workings of neural networks via zoomed-in mechanistic investigation
  • Interactive tool for visualizing and inspecting learned binary logic circuits using modified DigitalJS library
  • Circuit Motifconcept0.758
    A recurring, abstract pattern found in circuits (e.g., equivariance, unioning over cases), inspired by circuit motifs in systems biology
  • Circuits Frameworkframework0.755
    Mechanistic interpretability framework for understanding neural network computation as circuits of features
  • The dominant methodological approach across all discovered papers; contrasts with anthropological/historical comparison methods.
  • Hypothesis that discretization finds minimum-size circuits equivalent to minimal algorithmic descriptions of patterns