xAdversarialAttacksandDefences:ASurveyANIRBANCHAKRABORTY∗IndianInstituteofTechnologyKharagpurIndiaMANAARALAMIndianInstituteofTechnologyKharagpurIndiaVISHALDEYTheOhioStateUniversityColumbusUnitedStatesANUPAMCHATTOPADHYAYNanyangTechnologicalUniversitySi
Adversarial Attacks and Defences: A Surveyhttps://arxiv.org/pdf/1810.00069.pdf Threat of Adversarial Attacks on Deep Learning in Computer Vision: A Surveyhttps://arxiv.org/pdf/1801.00553.pdf Are Self-Driving Cars Secure? Evasion Attacks against Deep Neural Networks for Steering Angle Predictionhttp...
Deep learning has evolved as a strong and efficient framework that can be applied to a broad spectrum of complex learning problems which were difficult to solve using the traditional machine learning techniques in the past. The advancement of deep learning has been so radical that today it can ...
BPDA 方法作者称已经成功攻击了上面的大多数方法。这项结果的发表也引起了 Ian Goodfellow 的回应与质疑,“在《Ensemble Adversarial Training: Attacks and Defenses》研究中已经解决相关问题”,但攻击之法不断,对抗样本防御方法也还有很长的路要走。 而胶囊网路(CapsNet 模型的原作者有 Sabour、Frosst 以及 Hinton,...
1. 利用对抗攻防增加模型鲁棒性 Ian J. Goodfellow在论文《Explaining and Harnessing Adversarial Examples...
“来而不往非礼也”,你攻我守。随着对抗攻击的不断深入研究,防御方法也需要不断的研究。NIPS 2017 会上,由 Ian Goodfellow 牵头举办了第一届 Adversarial Attacks and Defences(对抗攻击防御)比赛。在这次比赛中,清华组成的团队在三个比赛项目中得到了冠军。
“来而不往非礼也”,你攻我守。随着对抗攻击的不断深入研究,防御方法也需要不断的研究。NIPS 2017 会上,由 Ian Goodfellow 牵头举办了第一届 Adversarial Attacks and Defences(对抗攻击防御)比赛。在这次比赛中,清华组成的团队在三个比赛项目中得到了冠军。
References Adversarial example using FGSM Adversarial Attacks and Defences: A Survey
A survey on adversarial attacks and defences Deep learning has evolved as a strong and efficient framework that can be applied to a broad spectrum of complex learning problems which were difficult to ... A Chakraborty,M Alam,V Dey,... - 智能技术学报...
Adversarial examples: attacks and defences on medical deep learning systems Multimed. Tools Appl. (2023), pp. 1-37 Google Scholar [32] S.K. Trivedi A study on credit scoring modeling with different feature selection and machine learning approaches Technol. Soc., 63 (2020), Article 101413, 10...