D-SEC: A Dynamic Security-Utility Framework for Evaluating LLM Defenses Against Adaptive Attacks
This paper introduces an adaptive security system for LLMs using a multi-stage transformer architecture that dynamically adjusts its defenses based on interaction patterns and threat assessment. The key innovation is moving away from static rule-based …