A transformer pretrained on 100 cellular automaton rules forecasts unseen rules at 98.5% one-step accuracy and infers new rules with up to 96% functional accuracy.
Cellular Automata, PDEs, and Pattern Formation
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abstract
State-of-the-art review of cellular automata, cellular automata for partial differential equations, differential equations for cellular automata and pattern formation in biology and engineering.
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AutomataGPT: Forecasting and Ruleset Inference for Two-Dimensional Cellular Automata
A transformer pretrained on 100 cellular automaton rules forecasts unseen rules at 98.5% one-step accuracy and infers new rules with up to 96% functional accuracy.