Attacking Large Language Models with Projected Gradient Descent

Attacking Large Language Models with Projected Gradient Descent

14 February 2024

Tom Wollschlager

M. H. I. Abdalla

Johannes Gasteiger

Stephan Günnemann

Papers citing "Attacking Large Language Models with Projected Gradient Descent"

8 / 8 papers shown

Title
OET: Optimization-based prompt injection Evaluation Toolkit Jinsheng Pan Xiaogeng Liu Chaowei Xiao AAML 67 0 0 01 May 2025
Leveraging Reasoning with Guidelines to Elicit and Utilize Knowledge for Enhancing Safety Alignment Haoyu Wang Zeyu Qin Li Shen Xueqian Wang Minhao Cheng Dacheng Tao 66 1 0 06 Feb 2025
DiffusionAttacker: Diffusion-Driven Prompt Manipulation for LLM Jailbreak Hao Wang Hao Li Junda Zhu Xinyuan Wang C. Pan Minlie Huang Lei Sha 44 0 0 23 Dec 2024
Endless Jailbreaks with Bijection Learning Brian R. Y. Huang Maximilian Li Leonard Tang AAML 57 5 0 02 Oct 2024
Discrete Randomized Smoothing Meets Quantum Computing Md. Nazmus Sakib Aman Saxena Nicola Franco Md Mashrur Arifin Stephan Günnemann AAML 14 1 0 01 Aug 2024
Jailbreaking Leading Safety-Aligned LLMs with Simple Adaptive Attacks Maksym Andriushchenko Francesco Croce Nicolas Flammarion AAML 79 155 0 02 Apr 2024
Soft Prompt Threats: Attacking Safety Alignment and Unlearning in Open-Source LLMs through the Embedding Space Leo Schwinn David Dobre Sophie Xhonneux Gauthier Gidel Stephan Gunnemann AAML 31 36 0 14 Feb 2024
Gradient-based Adversarial Attacks against Text Transformers Chuan Guo Alexandre Sablayrolles Hervé Jégou Douwe Kiela SILM 93 225 0 15 Apr 2021