procedure
The iterative neuro-symbolic architecture processes non-symbolic data input (x) through a neural network (NN) and a symbolic reasoning engine (R) to produce a symbolic reasoning output (Ot) at iteration t, where the symbolic reasoning engine updates the intermediate symbolic representation (St) based on the neural output, continuing until the outputs converge or a maximum number of iterations (T) is reached.

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