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AIVV: Neuro-Symbolic LLM Agent-Integrated Verification and Validation for Trustworthy Autonomous Systems

ArXiv CS.AI11h ago
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Researchers propose AIVV, a neuro-symbolic LLM agent combining deep learning pattern detection with logical reasoning to improve fault classification and validation in autonomous systems. This hybrid approach addresses critical scalability challenges in verifying safety-critical applications where distinguishing real faults from false positives remains a persistent industry problem.

Deep learning struggles with fault validation across diverse autonomous systems.

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