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Differentiable Logic Cellular Automata: From Game of Life to pattern generation with learned recurrent circuits

AFFILIATIONS:Google, Paradigms of Intelligence TeamImagine trying to reverse-engineer the complex, often unexpected patterns and behaviors that emerge from simple rules. This challenge has inspired researchers and enthusiasts that work with cellular automata for decades. In cellular automata, we generally approach things from the bottom-up. We choose local rules, then investigate the resulting emergent patterns. What if we could create systems that, given some complex desired pattern, can, in a...

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