ICL-EVADER: Zero-Query Black-Box Evasion Attacks on In-Context Learning and Their Defenses

Ningyuan He, Ronghong Huang, Qianqian Tang +3

In-context learning (ICL) has become a powerful, data-efficient paradigm for text classification using large language models. However, its robustness against realistic adversarial…