MAI-2024-0047

Large Language Models LLMs are susceptible to optimization-based jailbreaking attacks that exploit index gradients during the iterative generation of adversarial suffixes. The vulnerability arises from the inefficient exploration of the token space in existing methods, such as Greedy Coordinate...

MAI-2024-0037

The Cross-Prompt Injection Attack XPIA can be significantly intensified by incorporating a Greedy Coordinate Gradient GCG suffix into the malicious payload. This technique enhances the probability that a Large Language Model LLM will execute the embedded instruction, even when a user's primary...