From Evaluation to Defense: Advancing Safety in Video Large Language Models - Sun, Yiwei; Jiang, Peiqi; Liu, Chuanbin; Lin, Luohao; Lu, Zhiying; Xie, Hongtao (International Conference on Learning Representations, 2026)