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A lightweight method for generating fuzz test cases under bytecode-level static guidance, and results indicate that static guidance, directed seed generation, and vulnerability-specific oracles each contribute to the final performance.
A three-layer attack tree covering the physical, protocol, and application layers is constructed to analyze the attack chain and identify the data election stage as a key intrusion point, and an automated detection tool based on an extended Slither framework is developed.
A DSA signature analysis and visualisation platform tailored to CTF competitions that covers three representative nonce vulnerabilities: nonce reuse, linear nonce leakage, and HNP-based lattice attacks.
Results indicate that focused code context and domain constraints materially affect the detector's reported output.
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