The content introduces ConstraintFlow, a DSL for specifying and verifying DNN certifiers based on Abstract Interpretation. It addresses challenges in DNN certification, such as designing algorithms, maintaining soundness, and handling abstract domains. ConstraintFlow allows defining abstract domains, transformers, and constraints succinctly. The operational semantics of ConstraintFlow involve statements, expressions, and constraints, ensuring type consistency and correctness.
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by Avaljot Sing... às arxiv.org 03-28-2024
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