Multi-Agent LLM System for Automated Vulnerability Discovery and Reproduction

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1. May 26, 2026, 9:00 PM
   arXiv cs.AI · Center

   UnityMAS-O: A General RL Optimization Framework for LLM-Based Multi-Agent Systems
2. May 27, 2026, 10:42 AM
   arXiv.org · Center

   Multi-Agent LLM System for Automated Vulnerability Discovery and Reproduction

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Center · 2

arXiv.org Center

Multi-Agent LLM System for Automated Vulnerability Discovery and Reproduction

Software vulnerabilities pose critical security threats, with nearly 50,000 CVEs reported in 2025. While Large Language Models (LLMs) show promise for automated vulnerability detec…

Mixed Factuality · Other

arXiv cs.AI Center

UnityMAS-O: A General RL Optimization Framework for LLM-Based Multi-Agent Systems

LLM-based multi-agent systems decompose complex tasks into interacting roles, but most remain manually orchestrated by prompts, tools, and control rules, while agents are rarely op…

Mixed Factuality · Other

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