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The NeuroSymbolicNeuro architecture utilizes symbolic reasoning at the neuron level by replacing traditional activation functions like ReLU or sigmoid with mechanisms governed by symbolic rules or logic, allowing for granular, structured, and rule-based reasoning within the neural network.

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