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into auditable, verifiable, and socially responsible systems for High-Risk and Data-Scarce Domains. The project investigates hybrid frameworks where GenAI functions as semantic interpreters, while symbolic logic
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systematize existing perturbation strategies. - Define transformation classes that preserve both semantic behavior and security properties. - Design a principled perturbation taxonomy covering: Syntax-level
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