Adversarial Illusions in Multi-Modal Embeddings

22 August 2023

Papers citing "Adversarial Illusions in Multi-Modal Embeddings"

50 / 51 papers shown

Title
Adversarial Attacks in Multimodal Systems: A Practitioner's Survey Shashank Kapoor Sanjay Surendranath Girija Lakshit Arora Dipen Pradhan Ankit Shetgaonkar Aman Raj AAML 113 0 0 06 May 2025
Adversarial Hubness in Multi-Modal Retrieval Tingwei Zhang Fnu Suya Rishi Jha Collin Zhang Vitaly Shmatikov AAML 129 1 0 18 Dec 2024
Label Poisoning is All You Need Rishi Jha J. Hayase Sewoong Oh AAML 46 30 0 29 Oct 2023
SoK: Pitfalls in Evaluating Black-Box Attacks Fnu Suya Anshuman Suri Tingwei Zhang Jingtao Hong Yuan Tian David Evans AAML 65 6 0 26 Oct 2023
How Robust is Google's Bard to Adversarial Image Attacks? Yinpeng Dong Huanran Chen Jiawei Chen Zhengwei Fang Xiaohu Yang Yichi Zhang Yu Tian Hang Su Jun Zhu AAML 55 113 0 21 Sep 2023
R-LPIPS: An Adversarially Robust Perceptual Similarity Metric Sara Ghazanfari S. Garg Prashanth Krishnamurthy Farshad Khorrami Alexandre Araujo 54 22 0 27 Jul 2023
Universal and Transferable Adversarial Attacks on Aligned Language Models Andy Zou Zifan Wang Nicholas Carlini Milad Nasr J. Zico Kolter Matt Fredrikson 282 1,436 0 27 Jul 2023
Downstream-agnostic Adversarial Examples Ziqi Zhou Shengshan Hu Rui-Qing Zhao Qian Wang L. Zhang Junhui Hou Hai Jin SILM AAML 62 24 0 23 Jul 2023
Abusing Images and Sounds for Indirect Instruction Injection in Multi-Modal LLMs Eugene Bagdasaryan Tsung-Yin Hsieh Ben Nassi Vitaly Shmatikov 51 84 0 19 Jul 2023
Are aligned neural networks adversarially aligned? Nicholas Carlini Milad Nasr Christopher A. Choquette-Choo Matthew Jagielski Irena Gao ... Pang Wei Koh Daphne Ippolito Katherine Lee Florian Tramèr Ludwig Schmidt AAML 53 245 0 26 Jun 2023
Visual Adversarial Examples Jailbreak Aligned Large Language Models Xiangyu Qi Kaixuan Huang Ashwinee Panda Peter Henderson Mengdi Wang Prateek Mittal AAML 76 154 0 22 Jun 2023
On Evaluating Adversarial Robustness of Large Vision-Language Models Yunqing Zhao Tianyu Pang Chao Du Xiao Yang Chongxuan Li Ngai-Man Cheung Min Lin VLM AAML MLLM 90 175 0 26 May 2023
PandaGPT: One Model To Instruction-Follow Them All Yixuan Su Tian Lan Huayang Li Jialu Xu Yan Wang Deng Cai MLLM 70 289 0 25 May 2023
ImageBind: One Embedding Space To Bind Them All Rohit Girdhar Alaaeldin El-Nouby Zhuang Liu Mannat Singh Kalyan Vasudev Alwala Armand Joulin Ishan Misra VLM 113 918 0 09 May 2023
Reproducible scaling laws for contrastive language-image learning Mehdi Cherti Romain Beaumont Ross Wightman Mitchell Wortsman Gabriel Ilharco Cade Gordon Christoph Schuhmann Ludwig Schmidt J. Jitsev VLM CLIP 107 796 0 14 Dec 2022
Adversarial Contrastive Learning via Asymmetric InfoNCE Qiying Yu Jieming Lou Xianyuan Zhan Qizhang Li W. Zuo Yang Liu Jingjing Liu AAML 49 23 0 18 Jul 2022
Demystifying the Adversarial Robustness of Random Transformation Defenses Chawin Sitawarin Zachary Golan-Strieb David Wagner AAML 33 20 0 18 Jun 2022
Hierarchical Text-Conditional Image Generation with CLIP Latents Aditya A. Ramesh Prafulla Dhariwal Alex Nichol Casey Chu Mark Chen VLM DiffM 350 6,830 0 13 Apr 2022
Mind the Gap: Understanding the Modality Gap in Multi-modal Contrastive Representation Learning Weixin Liang Yuhui Zhang Yongchan Kwon Serena Yeung James Zou VLM 96 419 0 03 Mar 2022
Towards Improving Adversarial Training of NLP Models Jin Yong Yoo Yanjun Qi AAML 153 125 0 01 Sep 2021
LLVIP: A Visible-infrared Paired Dataset for Low-light Vision Xinyu Jia Chuang Zhu Minzhen Li Wenqi Tang Shengjie Liu Wenli Zhou 71 352 0 24 Aug 2021
BadEncoder: Backdoor Attacks to Pre-trained Encoders in Self-Supervised Learning Jinyuan Jia Yupei Liu Neil Zhenqiang Gong SILM SSL 77 155 0 01 Aug 2021
AudioCLIP: Extending CLIP to Image, Text and Audio A. Guzhov Federico Raue Jörn Hees Andreas Dengel CLIP VLM 92 365 0 24 Jun 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 822 29,167 0 26 Feb 2021
Adversarial Semantic Collisions Congzheng Song Alexander M. Rush Vitaly Shmatikov AAML 56 52 0 09 Nov 2020
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 543 40,739 0 22 Oct 2020
Adversarial Self-Supervised Contrastive Learning Minseon Kim Jihoon Tack Sung Ju Hwang SSL 60 249 0 13 Jun 2020
Fundamental Tradeoffs between Invariance and Sensitivity to Adversarial Perturbations Florian Tramèr Jens Behrmann Nicholas Carlini Nicolas Papernot J. Jacobsen AAML SILM 43 93 0 11 Feb 2020
Square Attack: a query-efficient black-box adversarial attack via random search Maksym Andriushchenko Francesco Croce Nicolas Flammarion Matthias Hein AAML 75 987 0 29 Nov 2019
Certified Robustness to Adversarial Word Substitutions Robin Jia Aditi Raghunathan Kerem Göksel Percy Liang AAML 325 293 0 03 Sep 2019
Hybrid Batch Attacks: Finding Black-box Adversarial Examples with Limited Queries Fnu Suya Jianfeng Chi David Evans Yuan Tian AAML 53 85 0 19 Aug 2019
Simple Black-box Adversarial Attacks Chuan Guo Jacob R. Gardner Yurong You A. Wilson Kilian Q. Weinberger AAML 55 574 0 17 May 2019
Adversarial Examples Are Not Bugs, They Are Features Andrew Ilyas Shibani Santurkar Dimitris Tsipras Logan Engstrom Brandon Tran Aleksander Madry SILM 89 1,836 0 06 May 2019
Adversarial Training and Robustness for Multiple Perturbations Florian Tramèr Dan Boneh AAML SILM 62 378 0 30 Apr 2019
Adversarial Training for Free! Ali Shafahi Mahyar Najibi Amin Ghiasi Zheng Xu John P. Dickerson Christoph Studer L. Davis Gavin Taylor Tom Goldstein AAML 125 1,245 0 29 Apr 2019
On the Effectiveness of Interval Bound Propagation for Training Verifiably Robust Models Sven Gowal Krishnamurthy Dvijotham Robert Stanforth Rudy Bunel Chongli Qin J. Uesato Relja Arandjelović Timothy A. Mann Pushmeet Kohli AAML 73 555 0 30 Oct 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 294 10,253 0 10 Jul 2018
Defense-GAN: Protecting Classifiers Against Adversarial Attacks Using Generative Models Pouya Samangouei Maya Kabkab Rama Chellappa AAML GAN 82 1,176 0 17 May 2018
Black-box Adversarial Attacks with Limited Queries and Information Andrew Ilyas Logan Engstrom Anish Athalye Jessy Lin MLAU AAML 160 1,198 0 23 Apr 2018
Feature Distillation: DNN-Oriented JPEG Compression Against Adversarial Examples Zihao Liu Qi Liu Tao Liu Nuo Xu Xue Lin Yanzhi Wang Wujie Wen AAML MQ 47 261 0 14 Mar 2018
Certified Defenses against Adversarial Examples Aditi Raghunathan Jacob Steinhardt Percy Liang AAML 105 967 0 29 Jan 2018
Audio Adversarial Examples: Targeted Attacks on Speech-to-Text Nicholas Carlini D. Wagner AAML 91 1,077 0 05 Jan 2018
Adversarial Examples for Evaluating Reading Comprehension Systems Robin Jia Percy Liang AAML ELM 196 1,602 0 23 Jul 2017
Towards Deep Learning Models Resistant to Adversarial Attacks Aleksander Madry Aleksandar Makelov Ludwig Schmidt Dimitris Tsipras Adrian Vladu SILM OOD 279 12,029 0 19 Jun 2017
Deceiving Google's Perspective API Built for Detecting Toxic Comments Hossein Hosseini Sreeram Kannan Baosen Zhang Radha Poovendran AAML 60 328 0 27 Feb 2017
Delving into Transferable Adversarial Examples and Black-box Attacks Yanpei Liu Xinyun Chen Chang-rui Liu D. Song AAML 133 1,731 0 08 Nov 2016
Adversarial examples in the physical world Alexey Kurakin Ian Goodfellow Samy Bengio SILM AAML 517 5,893 0 08 Jul 2016
Adversarial Training Methods for Semi-Supervised Text Classification Takeru Miyato Andrew M. Dai Ian Goodfellow GAN 70 1,059 0 25 May 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.1K 193,426 0 10 Dec 2015
Explaining and Harnessing Adversarial Examples Ian Goodfellow Jonathon Shlens Christian Szegedy AAML GAN 243 19,017 0 20 Dec 2014