Breaking and Defending LLM-Powered Social Media Bot Detection Systems †
The solution, LSABRE, is a multi-LLM framework that improves robustness across various attacks, maintaining 86% detection accuracy even under strong adaptive adversarial attacks, and proposes a robust multi-LLM defense architecture designed to preserve detection reliability under adaptive adversarial conditions.