Game of Life learned circuit successfully replicates gliders, stable blocks, loaves, and boats on larger grids beyond training size

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

• Learned Game of Life circuit uses 336 active gates (excluding pass-through gates A and B), predominantly OR and ANDfinding0.784
  Circuit analysis result for Game of Life experiment
• Are the present rules of the game likely to help people generate a living structure in the larger whole?question0.754
  Central evaluative question that challenges contemporary architectural and planning practices.
• NIS+ captures emergent static/dynamic patterns such as 'gliders' in Conway's Game of Life within the latent space.finding0.740
  Yang et al. (2023) demonstration of emergent pattern recognition.
• Checkerboard circuit trained on 16x16 grid successfully generalizes to 64x64 grid with 4x more time stepsfinding0.728
  Grid scaling generalization result demonstrating boundary-size invariance
• If a building is made by a process that allows fine adaptation through feedback, it will have life; if built from fixed drawings, it will not.hypothesis0.727
  Predictive conditional summarizing the chapter's argument.
• Repeated use of the fundamental process will typically generate irregular streets following contours, polygonal lots, long-narrow houses adjusted to lot lines, positively-shaped gardens, and overall lot designs composed of separate adjacent portionsclaim0.720
  Alexander's enumeration of the predictable morphological outcomes of the dynamic process across scales.
• Life exploits multi-scale competency architecture enabling adaptation to novel circumstances much faster than evolution alone.hypothesis0.714
  Authors hypothesize that plasticity observed in individual lifetimes suggests architecture providing greater efficiency than blind evolutionary search.
• the diagram suggests a game strategy in which the rules of the device stimulate the modification of the game as it unfolds in favor of improvisation and noveltyquote0.711
  Veloso’s interpretation of the Fun Palace diagram as an open-game infrastructure that encourages emergent play.