Traffic adversarial example attack and defense method based on explainable artificial intelligence
Tongxin xuebaoAn adversarial example attack method based on XAI was proposed for AI-based NIDS. By identifying critical perturbation features with XAI and applying targeted perturbations while preserving traffic functionality, malicious traffic was gradually altered ...
MA Bowen +4 more
doaj
Breaking and Healing: GAN-Based Adversarial Attacks and Post-Adversarial Recovery for 5G IDSs
IEEE AccessGenerative adversarial networks (GANs) have advanced rapidly in data augmentation and generation, and researchers have been exploring their applications in other areas, including adversarial attack generation.
Yasmeen Alslman +2 more
doaj +1 more source
The Threat of Adversarial Attack on a COVID-19 CT Image-Based Deep Learning System. [PDF]
Bioengineering (Basel), 2023 Li Y, Liu S.
europepmc +1 more source
Patch-wise++ Perturbation for Adversarial Targeted Attacks [PDF]
, 2020 Lianli Gao +3 more
openalex +1 more source
Neural Network Repair With Shapley‐Guided Search
CAAI Transactions on Intelligence Technology, EarlyView.ABSTRACT The deployment of deep neural networks (DNNs) in safety‐critical domains is critically hampered by their vulnerability to defects, which can arise from malicious attacks or low‐quality data. Therefore, precisely locating the network components responsible for these defects, and subsequently repairing them without compromising overall model ...
Xiaofu Du +4 more
wiley +1 more source
Digital Watermarking as an Adversarial Attack on Medical Image Analysis with Deep Learning. [PDF]
J Imaging, 2022 Apostolidis KD, Papakostas GA.
europepmc +1 more source
Adaptive Perturbation for Adversarial Attack
IEEE Transactions on Pattern Analysis and Machine IntelligenceIn recent years, the security of deep learning models achieves more and more attentions with the rapid development of neural networks, which are vulnerable to adversarial examples. Almost all existing gradient-based attack methods use the sign function in the generation to meet the requirement of perturbation budget on $L_\infty$ norm. However, we find
Zheng Yuan 0005 +4 more
openaire +3 more sources
‘Pro‐Germans in the Pulpits’: The Queensland Presbyterian Church and the Great War
Journal of Religious History, EarlyView.During World War I, Protestant churches in Australia, on the whole, enthusiastically supported the war effort. The Queensland Presbyterian Church was a significant exception. This study analyses discord and tensions among its clergymen about what constituted an appropriate response to the war.
Mark Cryle
wiley +1 more source
Untargeted white-box adversarial attack to break into deep leaning based COVID-19 monitoring face mask detection system. [PDF]
Multimed Tools Appl, 2023 Sheikh BUH, Zafar A.
europepmc +1 more source
Does Physical Adversarial Example Really Matter to Autonomous Driving? Towards System-Level Effect of Adversarial Object Evasion Attack [PDF]
, 2023 Ningfei Wang +4 more
openalex +1 more source