The One-Pixel of Reasoning: One Truthful Relation Is Enough to Mislead LLM Agents.

arXiv:2610.24873v1 Announce Type: new Abstract: Can one sentence manipulate an agent's belief by targeting a single implicit warrant linking evidence to a conclusion? In this paper, we introduce the one-relation attack (ORA), a novel cognitive attack on this i