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Zhiyuan Yan

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#artificial intelligence Preprint Aug 2026

Coverage-Driven RTL Assertion Generation with Formal Exploration and Neuro-Symbolic Refinement

NeuroAssertion is presented, a coverage-driven assertion generation framework that combines formal trace generation, syntax-guided synthesis (SyGuS), and an agent-inspired refinement process within a unified framework that delivers around 2X more assertions and about 2X higher mutation coverage than traditional assertion mining methods.

Zhiyuan Yan, Ziyue Zheng, Hongce Zhang · 0 citations