LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops

Jiyuan Fu, Kaixun Jiang, Lingyi Hong +5

Multimodal Large Language Models (MLLMs) have shown great promise but require substantial computational resources during inference. Attackers can exploit this by inducing excessive…