Non-Halting Queries: Exploiting Fixed Points in LLMs

Ghaith Hammouri, Kemal Derya, Berk Sunar

We introduce a new vulnerability that exploits fixed points in autoregressive models and use it to craft queries that never halt. More precisely, for non-halting queries, the LLM n…