Refploit repairs code-agent trajectories for Java exploit reproduction via differential validation and focused recovery constraints, achieving 80.2% success on 172 references with 64.3% relative improvement.
Diffploit: Facilitating cross-version exploit migration for open source library vulnerabilities,
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cs.SE 2years
2026 2verdicts
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ATTAIN is a three-module trace-driven framework that combines exploit execution, LLM-guided diff search, and evidence-based judgment to identify affected library versions for CVEs, reporting 93.24% F1 on 224 CVEs across 25,943 versions.
citing papers explorer
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Refploit: Facilitating Exploit Construction via Code-Agent Trajectory Repair
Refploit repairs code-agent trajectories for Java exploit reproduction via differential validation and focused recovery constraints, achieving 80.2% success on 172 references with 64.3% relative improvement.
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ATTAIN: Automated Exploit Failure Analysis through Trace-Driven Diff Analysis
ATTAIN is a three-module trace-driven framework that combines exploit execution, LLM-guided diff search, and evidence-based judgment to identify affected library versions for CVEs, reporting 93.24% F1 on 224 CVEs across 25,943 versions.