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Adversarial Hubness in Multi-Modal Retrieval
18 December 2024
Tingwei Zhang
Fnu Suya
Rishi Jha
Collin Zhang
Vitaly Shmatikov
AAML
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Papers citing
"Adversarial Hubness in Multi-Modal Retrieval"
50 / 57 papers shown
GASLITEing the Retrieval: Exploring Vulnerabilities in Dense Embedding-based Search
Matan Ben-Tov
Mahmood Sharif
RALM
579
5
0
30 Dec 2024
Nearest Neighbor Normalization Improves Multimodal Retrieval
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2024
Neil Chowdhury
Franklin Wang
Sumedh Shenoy
Douwe Kiela
Sarah Schwettmann
Tristan Thrush
VLM
345
7
0
31 Oct 2024
RULE: Reliable Multimodal RAG for Factuality in Medical Vision Language Models
Peng Xia
Kangyu Zhu
Haoran Li
Hongtu Zhu
Yun Li
Gang Li
Linjun Zhang
Huaxiu Yao
MedIm
263
92
0
06 Jul 2024
Machine Against the RAG: Jamming Retrieval-Augmented Generation with Blocker Documents
Avital Shafran
R. Schuster
Vitaly Shmatikov
981
73
0
09 Jun 2024
BadRAG: Identifying Vulnerabilities in Retrieval Augmented Generation of Large Language Models
Jiaqi Xue
Meng Zheng
Yebowen Hu
Fei Liu
Xun Chen
Qian Lou
AAML
SILM
547
69
0
03 Jun 2024
Phantom: General Backdoor Attacks on Retrieval Augmented Language Generation
Harsh Chaudhari
Giorgio Severi
John Abascal
Matthew Jagielski
Christopher A. Choquette-Choo
Milad Nasr
Cristina Nita-Rotaru
Cristina Nita-Rotaru
Alina Oprea
SILM
AAML
449
57
0
30 May 2024
Adversarial Robustness for Visual Grounding of Multimodal Large Language Models
Kuofeng Gao
Yang Bai
Jiawang Bai
Yong Yang
Shu-Tao Xia
AAML
304
29
0
16 May 2024
SpeechGuard: Exploring the Adversarial Robustness of Multimodal Large Language Models
Annual Meeting of the Association for Computational Linguistics (ACL), 2024
Raghuveer Peri
Sai Muralidhar Jayanthi
S. Ronanki
Anshu Bhatia
Karel Mundnich
...
Srikanth Vishnubhotla
Daniel Garcia-Romero
S. Srinivasan
Kyu J. Han
Katrin Kirchhoff
AAML
336
13
0
14 May 2024
Poisoning Retrieval Corpora by Injecting Adversarial Passages
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Zexuan Zhong
Ziqing Huang
Alexander Wettig
Danqi Chen
AAML
340
131
0
29 Oct 2023
Balance Act: Mitigating Hubness in Cross-Modal Retrieval with Query and Gallery Banks
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Yimu Wang
Xiangru Jian
Bo Xue
264
24
0
17 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
492
184
0
21 Sep 2023
Adversarial Illusions in Multi-Modal Embeddings
USENIX Security Symposium (USENIX Security), 2023
Tingwei Zhang
Rishi Jha
Eugene Bagdasaryan
Vitaly Shmatikov
AAML
885
30
0
22 Aug 2023
Universal and Transferable Adversarial Attacks on Aligned Language Models
Andy Zou
Zifan Wang
Nicholas Carlini
Milad Nasr
J. Zico Kolter
Matt Fredrikson
748
2,727
0
27 Jul 2023
Downstream-agnostic Adversarial Examples
IEEE International Conference on Computer Vision (ICCV), 2023
Ziqi Zhou
Shengshan Hu
Rui-Qing Zhao
Qian Wang
L. Zhang
Xianqiang Lyu
Hai Jin
SILM
AAML
408
42
0
23 Jul 2023
Are aligned neural networks adversarially aligned?
Neural Information Processing Systems (NeurIPS), 2023
Nicholas Carlini
Milad Nasr
Christopher A. Choquette-Choo
Matthew Jagielski
Irena Gao
...
Pang Wei Koh
Daphne Ippolito
Katherine Lee
Florian Tramèr
Ludwig Schmidt
AAML
359
343
0
26 Jun 2023
Visual Adversarial Examples Jailbreak Aligned Large Language Models
AAAI Conference on Artificial Intelligence (AAAI), 2023
Xiangyu Qi
Kaixuan Huang
Ashwinee Panda
Peter Henderson
Mengdi Wang
Prateek Mittal
AAML
430
324
0
22 Jun 2023
On Evaluating Adversarial Robustness of Large Vision-Language Models
Neural Information Processing Systems (NeurIPS), 2023
Yunqing Zhao
Tianyu Pang
Chao Du
Xiao Yang
Chongxuan Li
Ngai-Man Cheung
Min Lin
VLM
AAML
MLLM
650
317
0
26 May 2023
ImageBind: One Embedding Space To Bind Them All
Computer Vision and Pattern Recognition (CVPR), 2023
Rohit Girdhar
Alaaeldin El-Nouby
Zhuang Liu
Mannat Singh
Kalyan Vasudev Alwala
Armand Joulin
Ishan Misra
VLM
820
1,445
0
09 May 2023
Poisoning Web-Scale Training Datasets is Practical
IEEE Symposium on Security and Privacy (IEEE S&P), 2023
Nicholas Carlini
Matthew Jagielski
Christopher A. Choquette-Choo
Daniel Paleka
Will Pearce
Hyrum S. Anderson
Seth Neel
Kurt Thomas
Florian Tramèr
SILM
435
303
0
20 Feb 2023
Reproducible scaling laws for contrastive language-image learning
Computer Vision and Pattern Recognition (CVPR), 2022
Mehdi Cherti
Romain Beaumont
Ross Wightman
Mitchell Wortsman
Gabriel Ilharco
Cade Gordon
Christoph Schuhmann
Ludwig Schmidt
J. Jitsev
VLM
CLIP
700
1,326
0
14 Dec 2022
Adversarial Contrastive Learning via Asymmetric InfoNCE
European Conference on Computer Vision (ECCV), 2022
Qiying Yu
Jieming Lou
Xianyuan Zhan
Qizhang Li
W. Zuo
Yang Liu
Jingjing Liu
AAML
260
32
0
18 Jul 2022
Defending a Music Recommender Against Hubness-Based Adversarial Attacks
Katharina Hoedt
A. Flexer
Gerhard Widmer
AAML
189
3
0
24 May 2022
Cross Modal Retrieval with Querybank Normalisation
Computer Vision and Pattern Recognition (CVPR), 2021
Simion-Vlad Bogolin
Ioana Croitoru
Hailin Jin
Yang Liu
Samuel Albanie
394
122
0
23 Dec 2021
AudioCLIP: Extending CLIP to Image, Text and Audio
A. Guzhov
Federico Raue
Jörn Hees
Andreas Dengel
CLIP
VLM
702
521
0
24 Jun 2021
Learning Transferable Visual Models From Natural Language Supervision
International Conference on Machine Learning (ICML), 2021
Alec Radford
Jong Wook Kim
Chris Hallacy
Aditya A. Ramesh
Gabriel Goh
...
Amanda Askell
Pamela Mishkin
Jack Clark
Gretchen Krueger
Ilya Sutskever
CLIP
VLM
2.2K
46,392
0
26 Feb 2021
Strong Data Augmentation Sanitizes Poisoning and Backdoor Attacks Without an Accuracy Tradeoff
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2020
Eitan Borgnia
Valeriia Cherepanova
Liam H. Fowl
Amin Ghiasi
Jonas Geiping
Micah Goldblum
Tom Goldstein
Arjun Gupta
AAML
301
149
0
18 Nov 2020
Adversarial Self-Supervised Contrastive Learning
Neural Information Processing Systems (NeurIPS), 2020
Minseon Kim
Jihoon Tack
Sung Ju Hwang
SSL
322
277
0
13 Jun 2020
Square Attack: a query-efficient black-box adversarial attack via random search
European Conference on Computer Vision (ECCV), 2019
Maksym Andriushchenko
Francesco Croce
Nicolas Flammarion
Matthias Hein
AAML
957
1,227
0
29 Nov 2019
HAL: Improved Text-Image Matching by Mitigating Visual Semantic Hubs
AAAI Conference on Artificial Intelligence (AAAI), 2019
Fangyu Liu
Rongtian Ye
Xun Wang
Shuaipeng Li
318
35
0
22 Nov 2019
Hybrid Batch Attacks: Finding Black-box Adversarial Examples with Limited Queries
USENIX Security Symposium (USENIX Security), 2019
Fnu Suya
Jianfeng Chi
David Evans
Yuan Tian
AAML
517
96
0
19 Aug 2019
Adversarial Training and Robustness for Multiple Perturbations
Neural Information Processing Systems (NeurIPS), 2019
Florian Tramèr
Dan Boneh
AAML
SILM
615
418
0
30 Apr 2019
Certified Adversarial Robustness via Randomized Smoothing
Jeremy M. Cohen
Elan Rosenfeld
J. Zico Kolter
AAML
1.0K
2,413
0
08 Feb 2019
Theoretically Principled Trade-off between Robustness and Accuracy
Hongyang R. Zhang
Yaodong Yu
Jiantao Jiao
Eric Xing
L. Ghaoui
Sai Li
936
2,968
0
24 Jan 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
540
621
0
30 Oct 2018
Representation Learning with Contrastive Predictive Coding
Aaron van den Oord
Yazhe Li
Oriol Vinyals
DRL
SSL
2.0K
12,894
0
10 Jul 2018
Poison Frogs! Targeted Clean-Label Poisoning Attacks on Neural Networks
Ali Shafahi
Wenjie Huang
Mahyar Najibi
Octavian Suciu
Christoph Studer
Tudor Dumitras
Tom Goldstein
AAML
840
1,244
0
03 Apr 2018
Feature Distillation: DNN-Oriented JPEG Compression Against Adversarial Examples
Computer Vision and Pattern Recognition (CVPR), 2018
Zihao Liu
Qi Liu
Tao Liu
Nuo Xu
Xue Lin
Yanzhi Wang
Wujie Wen
AAML
MQ
307
319
0
14 Mar 2018
Obfuscated Gradients Give a False Sense of Security: Circumventing Defenses to Adversarial Examples
Anish Athalye
Nicholas Carlini
D. Wagner
AAML
3.2K
3,465
0
01 Feb 2018
Audio Adversarial Examples: Targeted Attacks on Speech-to-Text
Nicholas Carlini
D. Wagner
AAML
390
1,170
0
05 Jan 2018
Adversarial Patch
Tom B. Brown
Dandelion Mané
Aurko Roy
Martín Abadi
Justin Gilmer
AAML
461
1,255
0
27 Dec 2017
Provable defenses against adversarial examples via the convex outer adversarial polytope
Eric Wong
J. Zico Kolter
AAML
908
1,598
0
02 Nov 2017
Countering Adversarial Images using Input Transformations
Chuan Guo
Mayank Rana
Moustapha Cissé
Laurens van der Maaten
AAML
788
1,572
0
31 Oct 2017
Word Translation Without Parallel Data
Alexis Conneau
Guillaume Lample
MarcÁurelio Ranzato
Ludovic Denoyer
Edouard Grave
1.1K
1,756
0
11 Oct 2017
Adversarial Examples for Evaluating Reading Comprehension Systems
Robin Jia
Abigail Z. Jacobs
AAML
ELM
694
1,694
0
23 Jul 2017
Towards Deep Learning Models Resistant to Adversarial Attacks
Aleksander Madry
Aleksandar Makelov
Ludwig Schmidt
Dimitris Tsipras
Adrian Vladu
SILM
OOD
2.2K
14,396
0
19 Jun 2017
Feature Squeezing: Detecting Adversarial Examples in Deep Neural Networks
Weilin Xu
David Evans
Yanjun Qi
AAML
409
1,600
0
04 Apr 2017
Deceiving Google's Perspective API Built for Detecting Toxic Comments
Hossein Hosseini
Sreeram Kannan
Baosen Zhang
Radha Poovendran
AAML
514
361
0
27 Feb 2017
Offline bilingual word vectors, orthogonal transformations and the inverted softmax
International Conference on Learning Representations (ICLR), 2017
Samuel L. Smith
David H. P. Turban
Steven Hamblin
Nils Y. Hammerla
OffRL
324
554
0
13 Feb 2017
Delving into Transferable Adversarial Examples and Black-box Attacks
Yanpei Liu
Xinyun Chen
Chang-rui Liu
Basel Alomair
AAML
1.4K
1,927
0
08 Nov 2016
Universal adversarial perturbations
Seyed-Mohsen Moosavi-Dezfooli
Alhussein Fawzi
Omar Fawzi
P. Frossard
AAML
865
2,754
0
26 Oct 2016
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