CRAKEN, an LLM agent combining Self-RAG and Graph-RAG over a CTF writeup database, solves 22% of NYU CTF Bench challenges, three percentage points above the prior D-CIPHER baseline.
Self-rag: Learning to retrieve, generate, and critique through self-reflection
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CRAKEN: Cybersecurity LLM Agent with Knowledge-Based Execution
CRAKEN, an LLM agent combining Self-RAG and Graph-RAG over a CTF writeup database, solves 22% of NYU CTF Bench challenges, three percentage points above the prior D-CIPHER baseline.