cs.AI, cs.CR

LoopTrap: Termination Poisoning Attacks on LLM Agents

arXiv:2605.05846v1 Announce Type: cross
Abstract: Modern LLM agents solve complex tasks by operating in iterative execution loops, where they repeatedly reason, act, and self-evaluate progress to determine when a task is complete. In this work, we sho…