Improving transferability of adversarial
WitrynaIn the transfer-based adversarial attacks, adversarial examples are onlygenerated by the surrogate models and achieve effective perturbation in thevictim models. Although considerable efforts have been developed on improvingthe transferability of adversarial examples generated by transfer-basedadversarial attacks, our … Witryna27 paź 2024 · We propose a novel method called Spatial Momentum Iterative (SMI-FGSM) attack to improve adversarial transferability. It is then integrated with temporal momentum to simultaneously stabilize the gradients’ update direction from both the temporal and spatial domains.
Improving transferability of adversarial
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Witryna1 cze 2024 · By studying adversarial example, we can understand the internal semantics of neural network and find the decision boundary with problems, which in turn helps to … WitrynaRFN, a new approach for transferability that minimizes loss sharpness during training in order to maximize transferability, is proposed and shows that by searching for large flat neighborhoods, RFN always improves over early stopping and is competitive to (if not better than) strong state-of-the-art baselines. Transferability is the property of …
Witryna11 maj 2024 · In this paper, we propose a method named Gradient Refining, which can further improve the adversarial transferability by correcting useless gradients … Witryna15 kwi 2024 · Adversarial attacks can help to reveal the vulnerability of neural networks. In the text classification domain, synonym replacement is an effective way to generate …
Witryna11 kwi 2024 · A general foundation of fooling a neural network without knowing the details (i.e., black-box attack) is the attack transferability of adversarial examples … Witryna17 mar 2024 · Although considerable efforts of adversarial attacks on improving the transferability of adversarial examples have been developed, the attack success …
Witryna20 cze 2024 · By evaluating our method against top defense solutions and official baselines from NIPS 2024 adversarial competition, the enhanced attack reaches an …
Witryna24 cze 2024 · Improving Adversarial Transferability via Neuron Attribution-based Attacks Abstract: Deep neural networks (DNNs) are known to be vulnerable to adversarial examples. It is thus imperative to devise effective attack algorithms to identify the deficiencies of DNNs beforehand in security-sensitive applications. To … suarezclothing.comWitrynaIn this paper, we propose an approach based on saliency distribution and data augmentation to generate transferable adversarial examples against the defense models. By optimizing perturbations over non-saliency regions, the generated adversarial examples are less sensitive to the attacked source models and have … suarez champions league goalsWitrynaTWINS: A Fine-Tuning Framework for Improved Transferability of Adversarial Robustness and Generalization Ziquan Liu · Yi Xu · Xiangyang Ji · Antoni Chan … painful bump on breastWitryna19 mar 2024 · By evaluating our method against top defense solutions and official baselines from NIPS 2024 adversarial competition, the … painful bump on face under skinWitrynaExtensive experiments on ImageNet Dataset indicate that our proposed method could exhibit higher transferability and achieve higher attack success rates on both single model settings and ensemble-model settings. It can also combine with other gradient-based methods and image transformation-based methods to further build more … painful bump on back of head at base of skullWitryna1 lut 2024 · This paper extracts sensitive features by Grad-CAM and proposes two single-step attacks methods and a multi-step attack method to corrupt sensitive features and improves the existing attack method, enhancing the adversarial sample transferability to achieve better results on unknown models. As deep learning models have made … painful bump on eyelidWitryna25 cze 2024 · To boost the transferability of adversarial samples, we propose to improve the robustness of synthesized adversarial samples via adversarial transformations. … painful bump on chest male