MLLM-Protector: Ensuring MLLM's Safety without Hurting Performance

MLLM-Protector: Ensuring MLLM's Safety without Hurting Performance

5 January 2024

Tianyang Han

Tong Zhang

Papers citing "MLLM-Protector: Ensuring MLLM's Safety without Hurting Performance"

14 / 14 papers shown

Title
Unlearning Sensitive Information in Multimodal LLMs: Benchmark and Attack-Defense Evaluation Vaidehi Patil Yi-Lin Sung Peter Hase Jie Peng Tianlong Chen Mohit Bansal AAML MU 77 3 0 01 May 2025
DREAM: Disentangling Risks to Enhance Safety Alignment in Multimodal Large Language Models J. Liu Hangyu Guo Ranjie Duan Xingyuan Bu Yancheng He ... Yingshui Tan Yanan Wu Jihao Gu Y. Li J. Zhu MLLM 58 0 0 25 Apr 2025
CeTAD: Towards Certified Toxicity-Aware Distance in Vision Language Models Xiangyu Yin Jiaxu Liu Zhen Chen Jinwei Hu Yi Dong Xiaowei Huang Wenjie Ruan AAML 41 0 0 08 Mar 2025
Understanding and Rectifying Safety Perception Distortion in VLMs Xiaohan Zou Jian Kang George Kesidis Lu Lin 87 0 0 18 Feb 2025
CUE-M: Contextual Understanding and Enhanced Search with Multimodal Large Language Model Dongyoung Go Taesun Whang Chanhee Lee Hwayeon Kim Sunghoon Park Seunghwan Ji Dongchan Kim Young-Bum Kim Young-Bum Kim LRM 72 1 0 19 Nov 2024
UniGuard: Towards Universal Safety Guardrails for Jailbreak Attacks on Multimodal Large Language Models Sejoon Oh Yiqiao Jin Megha Sharma Donghyun Kim Eric Ma Gaurav Verma Srijan Kumar 43 5 0 03 Nov 2024
ETA: Evaluating Then Aligning Safety of Vision Language Models at Inference Time Yi Ding Bolian Li Ruqi Zhang MLLM 49 4 0 09 Oct 2024
BaThe: Defense against the Jailbreak Attack in Multimodal Large Language Models by Treating Harmful Instruction as Backdoor Trigger Yulin Chen Haoran Li Zihao Zheng Zihao Zheng Yangqiu Song Bryan Hooi 30 6 0 17 Aug 2024
SPA-VL: A Comprehensive Safety Preference Alignment Dataset for Vision Language Model Yongting Zhang Lu Chen Guodong Zheng Yifeng Gao Rui Zheng ... Yu Qiao Xuanjing Huang Feng Zhao Tao Gui Jing Shao VLM 58 22 0 17 Jun 2024
FigStep: Jailbreaking Large Vision-Language Models via Typographic Visual Prompts Yichen Gong Delong Ran Jinyuan Liu Conglei Wang Tianshuo Cong Anyu Wang Sisi Duan Xiaoyun Wang MLLM 127 116 0 09 Nov 2023
Improving alignment of dialogue agents via targeted human judgements Amelia Glaese Nat McAleese Maja Trkebacz John Aslanides Vlad Firoiu ... John F. J. Mellor Demis Hassabis Koray Kavukcuoglu Lisa Anne Hendricks G. Irving ALM AAML 220 495 0 28 Sep 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022
Fine-Tuning Language Models from Human Preferences Daniel M. Ziegler Nisan Stiennon Jeff Wu Tom B. Brown Alec Radford Dario Amodei Paul Christiano G. Irving ALM 273 1,561 0 18 Sep 2019
AI safety via debate G. Irving Paul Christiano Dario Amodei 196 199 0 02 May 2018