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Defending Multimodal Fusion Models against Single-Source Adversaries

Defending Multimodal Fusion Models against Single-Source Adversaries

25 June 2022
Karren D. Yang
Wan-Yi Lin
M. Barman
Filipe Condessa
Zico Kolter
    AAML
ArXivPDFHTML

Papers citing "Defending Multimodal Fusion Models against Single-Source Adversaries"

8 / 8 papers shown
Title
One Perturbation is Enough: On Generating Universal Adversarial Perturbations against Vision-Language Pre-training Models
One Perturbation is Enough: On Generating Universal Adversarial Perturbations against Vision-Language Pre-training Models
Hao Fang
Jiawei Kong
Wenbo Yu
Bin Chen
Jiawei Li
Hao Wu
Ke Xu
Ke Xu
AAML
VLM
38
13
0
08 Jun 2024
Benchmarking Robustness of Adaptation Methods on Pre-trained
  Vision-Language Models
Benchmarking Robustness of Adaptation Methods on Pre-trained Vision-Language Models
Shuo Chen
Jindong Gu
Zhen Han
Yunpu Ma
Philip H. S. Torr
Volker Tresp
VPVLM
VLM
27
17
0
03 Jun 2023
Iterative Adversarial Attack on Image-guided Story Ending Generation
Iterative Adversarial Attack on Image-guided Story Ending Generation
Youze Wang
Wenbo Hu
Richang Hong
32
3
0
16 May 2023
HateProof: Are Hateful Meme Detection Systems really Robust?
HateProof: Are Hateful Meme Detection Systems really Robust?
Piush Aggarwal
Pranit Chawla
Mithun Das
Punyajoy Saha
Binny Mathew
Torsten Zesch
Animesh Mukherjee
AAML
29
8
0
11 Feb 2023
Robustness Analysis of Video-Language Models Against Visual and Language
  Perturbations
Robustness Analysis of Video-Language Models Against Visual and Language Perturbations
Madeline Chantry Schiappa
Shruti Vyas
Hamid Palangi
Y. S. Rawat
Vibhav Vineet
VLM
120
17
0
05 Jul 2022
On the Limitations of Stochastic Pre-processing Defenses
On the Limitations of Stochastic Pre-processing Defenses
Yue Gao
Ilia Shumailov
Kassem Fawaz
Nicolas Papernot
AAML
SILM
34
30
0
19 Jun 2022
Gated Mechanism for Attention Based Multimodal Sentiment Analysis
Gated Mechanism for Attention Based Multimodal Sentiment Analysis
Ayush Kumar
Jithendra Vepa
36
82
0
21 Feb 2020
Adversarial Machine Learning at Scale
Adversarial Machine Learning at Scale
Alexey Kurakin
Ian Goodfellow
Samy Bengio
AAML
258
3,109
0
04 Nov 2016
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