Adversarial Attacks and Defenses on Graphs: A Review, A Tool and Empirical StudiesCharu AggarwalHan XuJiliang TangShuiwang JiWei JinYaxin LiYiqi Wang
4月,IJAC密歇根州立大学在最新一期发表Anil K. Jain团队和Jiliang Tang 密歇根州立大学团队合作带来的特别评论Xu Han博士。本文总结并讨论了与对抗样本及其应对策略相关的研究,系统全面地总结了图像、图形和文本领域的前沿算法,总结了对抗攻击和防御(adversarial attacks and defenses)主要技术和成果。 文章下载地址:https...
Adversarial Attacks and Defenses on Graphs: A Review, A Tool and Empirical Studies, 📝SIGKDD Explorations'2021 A Survey of Adversarial Learning on Graph, 📝arXiv'2020 Graph Neural Networks Taxonomy, Advances and Trends, 📝arXiv'2020 Recent Advances in Reliable Deep Graph Learning: Inherent ...
对抗样本(论文解读四): Adversarial Attacks and Defenses in Images, Graphs and Text: A Review 准备写一个论文学习专栏,先以对抗样本相关为主,后期可能会涉及到目标检测相关领域。内容不是纯翻译,包括自己的一些注解和总结,论文的结构、组织及相关描述,以及一些英语句子和相关工作的摘抄(可以用于相关领域论文的写作...
Kaviani S, Han KJ, Sohn I (2022) Adversarial attacks and defenses on AI in medical imaging informatics: A survey. Expert Syst Appl 198(February 2021):116815 Article Google Scholar Kingma DP, Ba JL (2015) “Adam: A method for stochastic optimization,” 3rd Int. Conf. Learn. Represent. ...
[7] Adversarial attacks and defenses in images, graphs and text: A review[8] Topology attack and defense for graph neural networks: An optimization perspective. arXiv'19[9] Attacking graph convolutional networks via rewiring. arXiv'19[10] Towards more practical adversarial attacks on graph neural...
对抗样本(论文解读四): Adversarial Attacks and Defenses in Images, Graphs and Text: A Review 准备写一个论文学习专栏,先以对抗样本相关为主,后期可能会涉及到目标检测相关领域。内容不是纯翻译,包括自己的一些注解和总结,论文的结构、组织及相关描述,以及一些英语句子和相关工作的摘抄(可以用于相关领域论文的写作...
Adversarial Attacks and Defenses on Graphs: A Review and Empirical Study Adversarial Attacks and Defenses in Images, Graphs and Text: A Review Basic Environment python >= 3.6(python 3.5 should also work) pytorch >= 1.2.0 seesetup.pyorrequirements.txtfor more information. ...
Adversarial attacks and defenses on Graph Neural Networks. machine-learning awesome deep-learning graph awesome-list defense robustness literature-review adversarial-examples adversarial-attacks graph-neural-networks Updated Feb 22, 2024 Koukyosyumei / AIJack Sponsor Star 367 Code Issues Pull requests...
对抗样本(论文解读四): Adversarial Attacks and Defenses in Images, Graphs and Text: A Review 准备写一个论文学习专栏,先以对抗样本相关为主,后期可能会涉及到目标检测相关领域。 内容不是纯翻译,包括自己的一些注解和总结,论文的结构、组织及相关描述,以及一些英语句子和相关工作的摘抄(可以用于相关领域论文的...