Total active gates in checkerboard circuit is 22 (excluding pass-through gates A and B)

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

• Learned checkerboard generation circuit reduces to just 5 active logic gates after pruning (6 with one redundant AND)finding0.847
  Remarkably minimal circuit discovered for checkerboard pattern generation
• Learned Google G circuit uses 927 active gates (excluding pass-through gates A and B)finding0.827
  Circuit complexity metric for colored pattern experiment, largest of all experiments
• Learned Game of Life circuit uses 336 active gates (excluding pass-through gates A and B), predominantly OR and ANDfinding0.816
  Circuit analysis result for Game of Life experiment
• Learned lizard pattern circuit uses 577 active gates (excluding pass-through gates A and B)finding0.762
  Circuit complexity metric for lizard experiment
• Checkerboard circuit trained on 16x16 grid successfully generalizes to 64x64 grid with 4x more time stepsfinding0.741
  Grid scaling generalization result demonstrating boundary-size invariance
• Pass-Through Gate Biasconcept0.678
  Initial gate distribution biased toward pass-through gates A and B to facilitate training stability
• Circuits could act as an epistemic foundation for interpretability by breaking down model behavior into falsifiable statements about small subgraphs.claim0.659
  Normative vision for how the circuits agenda could resolve the pre-paradigmatic state of interpretability
• Asynchronous DiffLogic CA requires 50 steps vs 20 steps for synchronous training to reconstruct checkerboard patternfinding0.658
  Cost of asynchronous training in terms of convergence time steps