For better transferability, we further "deceive" the diffusion model which can be viewed as an implicit recognition surrogate, by distracting its attention away from the target regions. To our knowledge, our proposed method, DiffAttack, is the first that introduces diffusion models into the ...
we investigate a more practical and universal attack that does not require the presence of a target model and demonstrate that the high-dimensional text embedding space inherently contains NSFW concepts that can be exploited to generate harmful images. We present the Jailbreaking Prompt Attack (JPA)...
In this work, we investigate a more practical and universal attack that does not require the presence of a target model and demonstrate that the high-dimensional text embedding space inherently contains NSFW concepts that can be exploited to generate harmful images. We present the Jailbreaking ...
To our knowledge, our proposed method, DiffAttack, is the first that introduces diffusion models into adversarial attack field. Extensive experiments on various model structures (including CNNs, Transformers, MLPs) and defense methods have demonstrated our superiority over other attack methods. ...
MimicDiffusion: Purifying Adversarial Perturbation via Mimicking Clean Diffusion Model Kaiyu Song, Hanjiang Lai*, Yan Pan, Jian Yin Sun Yat-sen University Guangdong, China songky7@mail2.sysu.edu.cn, {laihanj3, panyan5, issjyin}@mail.sysu.edu.cn Abs...
对于最近大热的diffusion model,推荐普通的高校研究生进行此方面的研究吗?圆桌收录 AGI 进化论:站在十字路口 diffusion model最近的大热大家有目共睹,本人作为一个在cv领域的研一新生,对该方向也蠢蠢欲动。各位大佬们,diffusion model…显示全部 关注者563 被浏览462,034 ...
* 题目: A Conditional Generative Chatbot using Transformer Model* PDF: arxiv.org/abs/2306.0207* 作者: Nura Esfandiari,Kourosh Kiani,Razieh Rastgoo* 题目: Generative Autoencoders as Watermark Attackers: Analyses of Vulnerabilities and Threats* PDF: arxiv.org/abs/2306.0195* 作者: Xuandong Zhao,...
Adversarial Attack and Defense Natural Language Time-Series Molecule Generation Theory Applications Resources Introductory Posts The Annotated Diffusion Model Niels Rogge, Kashif Rasul [Website] 06 Jun 2022 The recent rise of diffusion-based models Maciej Domagała [Website] 06 Jun 2022 Introd...
The proposed adversarialshape completion allows for a more reliable generation of adversarial point clouds. To enhance attack transferability, we delve intothe characteristics of 3D point clouds and employ model uncertaintyfor better inference of model classification through random down-sampling of point ...
011 (2023-11-29) MMA-Diffusion MultiModal Attack on Diffusion Modelshttps://arxiv.org/pdf/2311.17516.pdf 012 (2023-11-29) DifFlow3D Toward Robust Uncertainty-Aware Scene Flow Estimation with Diffusion Modelhttps://arxiv.org/pdf/2311.17456.pdf ...