Rational-weight ReLU neural networks and certain polynomial rings with ReLU are characterized as formulas in Rational Pavelka Logic and fragments of LΠ1/2.
A Logic for Reasoning about Aggregate-Combine Graph Neural Networks
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Neural networks as fuzzy logic formulas
Rational-weight ReLU neural networks and certain polynomial rings with ReLU are characterized as formulas in Rational Pavelka Logic and fragments of LΠ1/2.