Official website for ICML 2026 paper CKA-Agent: The Trojan Knowledge — a novel jailbreak framework achieving 96%+ success rates against state-of-the-art LLMs through adaptive tree search over correlated knowledge.
python -m http.server 8080
# Open http://localhost:8080 in browserIf you find CKA-Agent useful in your research, please consider citing:
@inproceedings{wei2025trojan,
title={The Trojan Knowledge: Bypassing Commercial LLM Guardrails via Harmless Prompt Weaving and Adaptive Tree Search},
author={Rongzhe Wei and Peizhi Niu and Xinjie Shen and Tony Tu and Yifan Li and Ruihan Wu and Eli Chien and Pin-Yu Chen and Olgica Milenkovic and Pan Li},
booktitle={Forty-third International Conference on Machine Learning},
year={2026},
url={https://openreview.net/forum?id=IlJeOnKW0K}
}