TRACE

TRACE: Task-Aware Adaptive Self-Evolving Agentic Jailbreaking Official implementation for TRACE: Task-Aware Adaptive Self-Evolving Agentic Jailbreaking. 📖 Overview Large language model LLM agents can autonomously plan, invoke tools, interact with environments, and execute long-horizon workflows...

AutoRISE: Agent-Driven Strategy Evolution for Red-Teaming Large Language Models

Automated red-teaming methods for large language models typically optimize attack prompts within a fixed, human-designed strategy, leaving the attack strategy itself unchanged. We instead optimize the strategy. We propose AutoRISE, a method that searches over executable attack programs rather tha...