Anchoring Bias: A Persistent Fairness Backdoor Attack against MLLMs under Continual Learning

Yuyang Luo, Kai Shu

Multimodal Large Language Models (MLLMs) are increasingly deployed in high-stakes domains where fairness is a critical safety requirement. In practice, these models are continually…