Defending Jailbreak Attacks on Large Language Models via Manifold Trajectory Kinetics

Hangtao Zhang and Yucheng Zhao, Huazhong University of Science and Technology; Sishun Liu, Changsha University of Science and Technology; Ziqi Zhou, Huazhong University of Science and Technology; Zeyu Ye, Xiangtan University; Wei Wan, City Unversity of Macau; Minghui Li and Shengshan Hu, Huazhong University of Science and Technology; Yanjun Zhang, Yi Liu, and Leo Zhang, Griffith University