Market Signal Injection: Adversarial Context Manipulation of LLM Pricing Agents
Large language model (LLM) pricing agents may respond to how market data is presented, even when its numerical values remain unchanged. We introduce market signal injection (MSI), an attack that manipulates numerical formatting, competitor ordering, or qualitative market commentary without issuing explicit instructions...
Dohun Lee, Hyunwoo Park
· 1 citation