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Transformers with average attention can natively execute arithmetic circuits, suggesting a new architectural direction for reasoning and computation.
Recurrent GNNs are shown to be exactly as expressive as recurrent arithmetic circuits over real numbers, providing a new theoretical foundation for understanding their computational limits.
