Differentiable Logic Cellular Automata: From Game of Life to Pattern Generation

https://google-research.github.io/self-organising-systems/difflogic-ca/

Learned binary logic-gate circuits as NCA rules; learns Game of Life from all 512 3x3 configurations with 336 active gates; lizard pattern 577 gates; self-healing and asynchronous variants.

Neural cellular automata