Diffusion Models for Adversarial Purification

16 May 2022

Papers citing "Diffusion Models for Adversarial Purification"

50 / 284 papers shown

Title
Diffusion-Refined VQA Annotations for Semi-Supervised Gaze Following Qiaomu Miao Alexandros Graikos Jingwei Zhang Sounak Mondal Minh Hoai Dimitris Samaras 35 0 0 04 Jun 2024
FreeTumor: Advance Tumor Segmentation via Large-Scale Tumor Synthesis Linshan Wu Jiaxin Zhuang Xuefeng Ni Hao Chen MedIm 36 12 0 03 Jun 2024
Improving Accuracy-robustness Trade-off via Pixel Reweighted Adversarial Training Jiacheng Zhang Feng Liu Dawei Zhou Jingfeng Zhang Tongliang Liu AAML 43 2 0 02 Jun 2024
PureGen: Universal Data Purification for Train-Time Poison Defense via Generative Model Dynamics Sunay Bhat Jeffrey Q. Jiang Omead Brandon Pooladzandi Alexander Branch Gregory Pottie AAML 44 2 0 28 May 2024
Visual-RolePlay: Universal Jailbreak Attack on MultiModal Large Language Models via Role-playing Image Character Siyuan Ma Weidi Luo Yu Wang Xiaogeng Liu 38 20 0 25 May 2024
Certifying Adapters: Enabling and Enhancing the Certification of Classifier Adversarial Robustness Jieren Deng Hanbin Hong A. Palmer Xin Zhou Jinbo Bi Kaleel Mahmood Yuan Hong Derek Aguiar AAML 40 0 0 25 May 2024
Robust width: A lightweight and certifiable adversarial defense Jonathan Peck Bart Goossens AAML 37 1 0 24 May 2024
Large Language Model Sentinel: LLM Agent for Adversarial Purification Guang Lin Qibin Zhao Qibin Zhao AAML 56 2 0 24 May 2024
AdjointDEIS: Efficient Gradients for Diffusion Models Zander Blasingame Chen Liu DiffM 46 2 0 23 May 2024
Securing the Future of GenAI: Policy and Technology Mihai Christodorescu Craven S. Feizi Neil Zhenqiang Gong Mia Hoffmann ... Jessica Newman Emelia Probasco Yanjun Qi Khawaja Shams Turek SILM 49 3 0 21 May 2024
Enhancing O-RAN Security: Evasion Attacks and Robust Defenses for Graph Reinforcement Learning-based Connection Management Ravikumar Balakrishnan Marius Arvinte N. Himayat Hosein Nikopour Hassnaa Moustafa AAML 32 2 0 06 May 2024
CloudFort: Enhancing Robustness of 3D Point Cloud Classification Against Backdoor Attacks via Spatial Partitioning and Ensemble Prediction Wenhao Lan Yijun Yang Haihua Shen Sha Li 3DPC 46 0 0 22 Apr 2024
Towards Understanding the Robustness of Diffusion-Based Purification: A Stochastic Perspective Yiming Liu Kezhao Liu Yao Xiao Ziyi Dong Xiaogang Xu Pengxu Wei Liang Lin DiffM 28 2 0 22 Apr 2024
Pixel is a Barrier: Diffusion Models Are More Adversarially Robust Than We Think Haotian Xue Yongxin Chen DiffM AAML 43 3 0 20 Apr 2024
Struggle with Adversarial Defense? Try Diffusion Yujie Li Yanbin Wang Haitao Xu Bin Liu Jianguo Sun Zhenhao Guo Wenrui Ma DiffM 32 1 0 12 Apr 2024
An Overview of Diffusion Models: Applications, Guided Generation, Statistical Rates and Optimization Minshuo Chen Song Mei Jianqing Fan Mengdi Wang VLM MedIm DiffM 37 48 0 11 Apr 2024
On adversarial training and the 1 Nearest Neighbor classifier Amir Hagai Yair Weiss AAML 55 0 0 09 Apr 2024
LRR: Language-Driven Resamplable Continuous Representation against Adversarial Tracking Attacks Jianlang Chen Xuhong Ren Qing-Wu Guo Felix Juefei Xu Di Lin Wei Feng Lei Ma Jianjun Zhao 44 1 0 09 Apr 2024
Adversarial Attacks and Dimensionality in Text Classifiers Nandish Chattopadhyay Atreya Goswami Anupam Chattopadhyay SILM AAML 19 1 0 03 Apr 2024
GDA: Generalized Diffusion for Robust Test-time Adaptation Yun-Yun Tsai Fu-Chen Chen Albert Y. C. Chen Junfeng Yang Che-Chun Su Min Sun Cheng-Hao Kuo TTA AAML VLM OOD 41 6 0 29 Mar 2024
CosalPure: Learning Concept from Group Images for Robust Co-Saliency Detection Jiayi Zhu Qing-Wu Guo Felix Juefei Xu Yihao Huang Yang Liu G. Pu DiffM AAML 21 1 0 27 Mar 2024
Improving Diffusion Models's Data-Corruption Resistance using Scheduled Pseudo-Huber Loss Artem Khrapov Vadim Popov Tasnima Sadekova Assel Yermekova Mikhail Kudinov DiffM 38 1 0 25 Mar 2024
Adversarial Guided Diffusion Models for Adversarial Purification Guang Lin Zerui Tao Jianhai Zhang Toshihisa Tanaka Qibin Zhao 32 6 0 24 Mar 2024
Robust Overfitting Does Matter: Test-Time Adversarial Purification With FGSM Linyu Tang Lei Zhang AAML 35 3 0 18 Mar 2024
Efficient Diffusion-Driven Corruption Editor for Test-Time Adaptation Yeongtak Oh Jonghyun Lee Jooyoung Choi Dahuin Jung Uiwon Hwang Sungroh Yoon TTA DiffM 42 3 0 16 Mar 2024
A Watermark-Conditioned Diffusion Model for IP Protection Rui Min Sen Li Hongyang Chen Minhao Cheng WIGM 36 19 0 16 Mar 2024
Securely Fine-tuning Pre-trained Encoders Against Adversarial Examples Ziqi Zhou Minghui Li Wei Liu Shengshan Hu Yechao Zhang Wei Wan Lulu Xue Leo Yu Zhang Dezhong Yao Hai Jin SILM AAML 50 9 0 16 Mar 2024
PCLD: Point Cloud Layerwise Diffusion for Adversarial Purification Mert Gulsen Batuhan Cengiz Y. Sahin Gözde B. Ünal DiffM AAML 37 0 0 11 Mar 2024
Decoupled Data Consistency with Diffusion Purification for Image Restoration Xiang Li Soo Min Kwon Ismail R. Alkhouri S. Ravishankar Qing Qu DiffM 28 19 0 10 Mar 2024
SoK: Analyzing Adversarial Examples: A Framework to Study Adversary Knowledge L. Fenaux Florian Kerschbaum AAML 39 0 0 22 Feb 2024
Adversarial Purification and Fine-tuning for Robust UDC Image Restoration Zhenbo Song Zhenyuan Zhang Kaihao Zhang Wenhan Luo Zhaoxin Fan Jianfeng Lu AAML 49 0 0 21 Feb 2024
Agent Smith: A Single Image Can Jailbreak One Million Multimodal LLM Agents Exponentially Fast Xiangming Gu Xiaosen Zheng Tianyu Pang Chao Du Qian Liu Ye Wang Jing Jiang Min-Bin Lin LLMAG LM&Ro 37 48 0 13 Feb 2024
Whispers in the Machine: Confidentiality in LLM-integrated Systems Jonathan Evertz Merlin Chlosta Lea Schonherr Thorsten Eisenhofer 74 17 0 10 Feb 2024
Efficient Availability Attacks against Supervised and Contrastive Learning Simultaneously Yihan Wang Yifan Zhu Xiao-Shan Gao AAML 25 6 0 06 Feb 2024
Transcending Adversarial Perturbations: Manifold-Aided Adversarial Examples with Legitimate Semantics Shuai Li Xiaoyu Jiang Xiaoguang Ma AAML 21 0 0 05 Feb 2024
Adversarial Text Purification: A Large Language Model Approach for Defense Raha Moraffah Shubh Khandelwal Amrita Bhattacharjee Huan Liu DeLMO AAML 36 5 0 05 Feb 2024
Copyright Protection in Generative AI: A Technical Perspective Jie Ren Han Xu Pengfei He Yingqian Cui Shenglai Zeng ... Hongzhi Wen Jiayuan Ding Hui Liu Yi Chang Jiliang Tang DeLMO 28 31 0 04 Feb 2024
Your Diffusion Model is Secretly a Certifiably Robust Classifier Huanran Chen Yinpeng Dong Shitong Shao Zhongkai Hao Xiao Yang Hang Su Jun Zhu DiffM 34 13 0 04 Feb 2024
Robust Prompt Optimization for Defending Language Models Against Jailbreaking Attacks Andy Zhou Bo Li Haohan Wang AAML 41 72 0 30 Jan 2024
Security and Privacy Challenges of Large Language Models: A Survey B. Das M. H. Amini Yanzhao Wu PILM ELM 19 103 0 30 Jan 2024
Adversarial Training on Purification (AToP): Advancing Both Robustness and Generalization Guang Lin Chao Li Jianhai Zhang Toshihisa Tanaka Qibin Zhao 39 13 0 29 Jan 2024
Mitigating Feature Gap for Adversarial Robustness by Feature Disentanglement Nuoyan Zhou Dawei Zhou Decheng Liu Xinbo Gao Nannan Wang AAML 35 0 0 26 Jan 2024
PuriDefense: Randomized Local Implicit Adversarial Purification for Defending Black-box Query-based Attacks Ping Guo Zhiyuan Yang Xi Lin Qingchuan Zhao Qingfu Zhang AAML 37 4 0 19 Jan 2024
WAVES: Benchmarking the Robustness of Image Watermarks Bang An Mucong Ding Tahseen Rabbani Aakriti Agrawal Yuancheng Xu ... Sicheng Zhu Abdirisak Mohamed Yuxin Wen Tom Goldstein Furong Huang 27 41 0 16 Jan 2024
Adversarial Examples are Misaligned in Diffusion Model Manifolds P. Lorenz Ricard Durall Jansi Keuper DiffM 47 1 0 12 Jan 2024
Demonstration of an Adversarial Attack Against a Multimodal Vision Language Model for Pathology Imaging Poojitha Thota Jai Prakash Veerla Partha Sai Guttikonda M. Nasr Shirin Nilizadeh Jacob M. Luber AAML 28 7 0 04 Jan 2024
FullLoRA-AT: Efficiently Boosting the Robustness of Pretrained Vision Transformers Zheng Yuan Jie Zhang Shiguang Shan 42 2 0 03 Jan 2024
Realistic Human Motion Generation with Cross-Diffusion Models Zeping Ren Shaoli Huang Xiu Li VGen 24 4 0 18 Dec 2023
Continual Adversarial Defense Qian Wang Yaoyao Liu Hefei Ling Yingwei Li Qihao Liu Ping Li AAML 59 3 0 15 Dec 2023
Exploring Transferability for Randomized Smoothing Kai Qiu Huishuai Zhang Zhirong Wu Stephen Lin AAML 26 1 0 14 Dec 2023