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Author

Guozhu Meng

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Preprint Jul 2026

DREA: Decoupled Reasoning and Exploration Agents for Repository-Level Vulnerability Detection

DREA (Decoupled Reasoning and Exploration Agents), a hypothesis-driven framework for repository-level vulnerability detection, improves Pair-Correctness from 19-26% to 30-42% while offloading over 93% of tokens to the explorer, reducing estimated billable API cost by a factor of 16-48.

Mingyang Sun, Guozhu Meng · 1 citation

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