Circuit Interpretability

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

• interpretabilityconcept0.845
  The capability to explain model predictions; a central theme of the paper, with disruption profiles as vehicle.
• Automated Interpretabilityframework0.809
  Method using large language models (Claude) to generate and test explanations of features at scale
• Circuit Analysisconcept0.809
  Fine-grained approach to identifying specific network components responsible for reflection, mentioned as future direction.
• Neural Network Interpretabilityconcept0.802
  The field aimed at understanding what neural networks have learned; characterized as pre-paradigmatic in this paper
• Circuits could act as an epistemic foundation for interpretability by breaking down model behavior into falsifiable statements about small subgraphs.claim0.796
  Normative vision for how the circuits agenda could resolve the pre-paradigmatic state of interpretability
• Interpretability Illusionconcept0.790
  Cases where subspace interventions change model behaviour through parallel pathways rather than the target feature
• Interpretability as Natural Scienceframework0.789
  Proposed paradigm for evaluating interpretability work through empirical falsifiability rather than benchmarks or user studies
• Interactive Circuit Visualizationmethod0.780
  Interactive tool for visualizing and inspecting learned binary logic circuits using modified DigitalJS library