As Firm As Their Foundations: Can open-sourced foundation models be used
to create adversarial examples for downstream tasks?

As Firm As Their Foundations: Can open-sourced foundation models be used to create adversarial examples for downstream tasks?

19 March 2024

Jindong Gu

Francesco Pinto

Konstantinos Kamnitsas

Philip H. S. Torr

Papers citing "As Firm As Their Foundations: Can open-sourced foundation models be used to create adversarial examples for downstream tasks?"

10 / 10 papers shown

Title
NaturalBench: Evaluating Vision-Language Models on Natural Adversarial Samples Baiqi Li Zhiqiu Lin Wenxuan Peng Jean de Dieu Nyandwi Daniel Jiang Zixian Ma Simran Khanuja Ranjay Krishna Graham Neubig Deva Ramanan AAML CoGe VLM 51 20 0 18 Oct 2024
Robust CLIP: Unsupervised Adversarial Fine-Tuning of Vision Embeddings for Robust Large Vision-Language Models Christian Schlarmann Naman D. Singh Francesco Croce Matthias Hein VLM AAML 36 36 0 19 Feb 2024
On Catastrophic Inheritance of Large Foundation Models Hao Chen Bhiksha Raj Xing Xie Jindong Wang AI4CE 48 12 0 02 Feb 2024
DeCap: Decoding CLIP Latents for Zero-Shot Captioning via Text-Only Training Wei Li Linchao Zhu Longyin Wen Yi Yang VLM 40 81 0 06 Mar 2023
Text-Only Training for Image Captioning using Noise-Injected CLIP David Nukrai Ron Mokady Amir Globerson VLM CLIP 41 69 0 01 Nov 2022
GAMA: Generative Adversarial Multi-Object Scene Attacks Abhishek Aich Calvin-Khang Ta Akash Gupta Chengyu Song S. Krishnamurthy M. Salman Asif A. Roy-Chowdhury AAML 30 17 0 20 Sep 2022
How Much Can CLIP Benefit Vision-and-Language Tasks? Sheng Shen Liunian Harold Li Hao Tan Mohit Bansal Anna Rohrbach Kai-Wei Chang Z. Yao Kurt Keutzer CLIP VLM MLLM 182 342 0 13 Jul 2021
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 293 2,875 0 11 Feb 2021
Counterfactual Samples Synthesizing for Robust Visual Question Answering Long Chen Xin Yan Jun Xiao Hanwang Zhang Shiliang Pu Yueting Zhuang OOD AAML 132 287 0 14 Mar 2020
Constructing Unrestricted Adversarial Examples with Generative Models Yang Song Rui Shu Nate Kushman Stefano Ermon GAN AAML 168 300 0 21 May 2018