The paper introduces a modular 'abstract proof' design that combines a verification proof for an abstract network with a soundness proof for the abstraction itself, instantiated for the CORA neuron-merging technique and Marabou.
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Abstraction-Based Proof Production in Formal Verification of Neural Networks
The paper introduces a modular 'abstract proof' design that combines a verification proof for an abstract network with a soundness proof for the abstraction itself, instantiated for the CORA neuron-merging technique and Marabou.