Author

Qi Chen

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#artificial intelligence Preprint Sep 2026

CyberClear: A Benchmark for LLM Agent Systems on APT Attack Chain Provenance

CyberProvenance is proposed, an agent cyber harness designed for multi-agents that augments LLM agents with evidence accumulation, execution-based validation, and feedback-guided refinement mechanisms for reliable attack-chain provenance.

Qi Chen, Fu-Shuo Huo, Hang-Li Shen et al. · 0 citations