Turning Bias into Bugs: Bandit-Guided Style Manipulation Attacks on LLM Judges

Xianglin Yang, Bryan Hooi, Gelei Deng +2

The known stylistic biases in LLM judges, such as a preference for verbosity or specific sentence structures, present an underexplored security vulnerability. In this work, we intr…