LingoLoop Attack: Trapping MLLMs via Linguistic Context and State Entrapment into Endless Loops - Fu, Jiyuan; Jiang, Kaixun; Hong, Lingyi; Li, Jinglun; Guo, HaiJing; Yang, Dingkang; Chen, Zhaoyu; Zhang, Wenqiang (International Conference on Learning Representations, 2026)