Qing Guo

SAVOR achieves unprecedented attack success rates against LLMs with just one query, outperforming previous methods by significant margins.

Contextual information can dramatically amplify the success of semantic-shift jailbreaks, with a new framework achieving a 74.6% attack success rate.

CoLT slashes inference time by over 10x while enabling multi-modal models to reason more efficiently with fewer steps.