Antaeus: Hunting Repository-Level Logic Vulnerabilities via Context-Grounded LLM Reasoning

arXiv:2607.01138 · cs.CR · Submitted 2026-07-01 · Read on arXiv

cs.CR

Submitted: 2026-07-01

Updated: 2026-09-01

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Grounding — 22× in this paper · explained in 3 episodes
• Pruning — 21× in this paper · explained in 4 episodes
• Structured Reasoning — 6× in this paper · explained in 3 episodes
• Trace — 5× in this paper · explained in 2 episodes
• Ablation — 4× in this paper · explained in 1 episode
• Actor — 4× in this paper · explained in 3 episodes
• Benchmark — 3× in this paper · explained in 2 episodes
• Benchmarking — 2× in this paper · explained in 3 episodes
• Cosine Similarity — 2× in this paper · explained in 3 episodes
• Embeddings — 2× in this paper · explained in 2 episodes
• International Conference on Software Engineering — 2× in this paper
• RAG — 2× in this paper · explained in 3 episodes
• Scaffolding — 2× in this paper · explained in 3 episodes
• Transformer — 2× in this paper · explained in 2 episodes
• Abstraction — 1× in this paper · explained in 1 episode
• Agentic Framework — 1× in this paper · explained in 6 episodes
• Agentic System — 1× in this paper · explained in 2 episodes
• Aggregation — 1× in this paper · explained in 1 episode
• Analyzer — 1× in this paper · explained in 1 episode
• Calibration — 1× in this paper · explained in 7 episodes
• Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes

Sources

• RepoAudit: An Autonomous LLM-Agent for Repository-Level Code Auditing
• Everything You Wanted to Know About LLM-based Vulnerability Detection But Were Afraid to Ask
• Veritas: Grounding LLM Agents for Reliable Vulnerability Reasoning over Stripped Binaries
• Demystifying the Mythos or Disrupting Bugonomics? From Zero-Day Asymmetry to Defender Remediation Throughput

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