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Market Signal Injection: Adversarial Context Manipulation of LLM Pricing Agents
arXiv cs.CL — Computation and Language
Factual evidence
What the source reports
Researchers demonstrate market signal injection attacks that manipulate LLM pricing agents using data formatting without changing values.
OneBench interpretation
Institutional assessment
So what
Autonomous pricing and trading agents face silent manipulation from data formatting changes, creating unmonitored execution and pricing risks.
Do what
Review adversarial robustness testing procedures for LLM-based pricing agents with the team responsible for algorithmic model risk.