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Fairness is essential for robustness:fair adversarial training by identifying and augmenting hard examples: 《Frontiers of Computer Science》2025年第3期1-13,共13页Ningping MOU Xinli YUE Lingchen ZHAO Qian WANG; supported by the National Natural Science Foundation of China(Grant Nos.U20B2049,U21B2018 and 62302344).; Adversarial training has been widely considered the most effective defense against adversarial attacks.However,recent studies have demonstrated that a large discrepancy exists in the class-wise robustness of adversari...; 关键词：robust fairness adversarial training hard example data augmentation

Enhancing Adversarial Example Transferability via Regularized Constrained Feature Layer: 《Computers, Materials & Continua》2025年第4期157-175,共19页Xiaoyin Yi Long Chen Jiacheng Huang Ning Yu Qian Huang; supported by the Intelligent Policing Key Laboratory of Sichuan Province(No.ZNJW2022KFZD002);This work was supported by the Scientific and Technological Research Program of Chongqing Municipal Education Commission(Grant Nos.KJQN202302403,KJQN202303111).; Transfer-based Adversarial Attacks(TAAs)can deceive a victim model even without prior knowledge.This is achieved by leveraging the property of adversarial examples.That is,when generated from a surrogate model,they re...; 关键词：Adversarial examples black-box transferability regularized constrained transfer-based adversarial attacks

Models and methods for dynamic response of 3D flexible and rigid pavements to moving loads:A review by representative examples: 《Journal of Road Engineering》2025年第1期65-91,共27页Edmond V.Muho Niki D.Beskou Jiang Qian; This work reviews models and methods for determining the dynamic response of pavements to moving vehicle loads in the framework of continuum-based three dimensional models and linear theories.This review emphasizes th...; 关键词：Flexible pavements Rigid(concrete)pavements Moving vehicle loads Three dimensional models LINEARITY Dynamic response

Maxwell’s Demon in MLP-Mixer:towards transferable adversarial attacks: 《Cybersecurity》2025年第1期180-188,共9页Haoran Lyu Yajie Wang Yu‑an Tan Huipeng Zhou Yuhang Zhao Quanxin Zhang; Models based on MLP-Mixer architecture are becoming popular,but they still sufer from adversarial examples.Although it has been shown that MLP-Mixer is more robust to adversarial attacks compared to convolutional neur...; 关键词：Adversarial attacks Adversarial examples Image classifcation

Exploratory Research on Defense against Natural Adversarial Examples in Image Classification: 《Computers, Materials & Continua》2025年第2期1947-1968,共22页Yaoxuan Zhu Hua Yang Bin Zhu; Corresponding Author:Bin Zhu.Email:zhubin@nudt.edu.cn。; The emergence of adversarial examples has revealed the inadequacies in the robustness of image classification models based on Convolutional Neural Networks (CNNs). Particularly in recent years, the discovery of natura...; 关键词：Image classification convolutional neural network natural adversarial example data set defense against adversarial examples

Examples and effects of avalanches on the surface of mountain lakes:Morskie Oko,a case study from Poland(Tatra Mountains): 《Journal of Mountain Science》2025年第2期375-390,共16页Adam CHOIŃSKI Wojciech DENEGA Andrzej MACIAS Witold PINIARSKI; This study represents a pioneering effort to analyze the impact of avalanches descending into Morskie Oko from Marchwiczny Gully,the most active avalanche path around the lake.It focuses on catastrophic avalanches tha...; 关键词：Snow avalanches Mountain lakes SEDIMENTATION Morskie Oko Tatra Mountains Avalanche modeling

A Survey of Adversarial Examples in Computer Vision:Attack,Defense,and Beyond: 《Wuhan University Journal of Natural Sciences》2025年第1期1-20,共20页XU Keyizhi LU Yajuan WANG Zhongyuan LIANG Chao; Supported by the National Natural Science Foundation of China(U1903214,62372339,62371350,61876135);the Ministry of Education Industry University Cooperative Education Project(202102246004,220800006041043,202002142012);the Fundamental Research Funds for the Central Universities(2042023kf1033)。; Recent years have witnessed the ever-increasing performance of Deep Neural Networks(DNNs)in computer vision tasks.However,researchers have identified a potential vulnerability:carefully crafted adversarial examples ca...; 关键词：computer vision adversarial examples adversarial attack adversarial defense

Leveraging AI for Energy-Efficient Smart Cities: Architectural and Urban Planning Solutions for Sustainable Growth - A Comparative Case Study of Amman City and International Examples: 《Journal of Civil Engineering and Architecture》2024年第12期620-632,共13页Mohmd Addad Shehadeh Al-Taani; As cities worldwide face increasing energy demands and environmental sustainability challenges,the need for innovative solutions becomes more urgent.Smart cities,driven by advances in Artificial Intelligence(AI),offer...; 关键词：Artificial intelligence smart cities energy efficiency urban planning sustainable architecture.

Some Examples of Silted Algebras of Dynkin Type: 《Algebra Colloquium》2024年第4期575-594,共20页Ruoyun Xing; National Natural Science Foundation of China(No.11671207).; This paper studies silted algebras,namely,endomorphism algebras of 2-term silting complexes,over path algebras of Dynkin quivers.We describe an algorithm to produce all basic 2-term silting complexes over the path alg...; 关键词：silted algebra tilted algebra 2-term silting complex strictly shod algebra

Black⁃box adversarial attacks with imperceptible fake user profiles for recommender systems: 《南京大学学报(自然科学版)》2024年第6期881-899,共19页Qian Fulan Liu Jinggang Chen Hai Chen Wenbin Zhao Shu Zhang Yanping; The National Natural Science Foundation of China (61876001);Opening Foundation of State Key Laboratory of Cognitive Intelligence,Opening Foundation of State Key Laboratory of Cognitive Intelligence(iED2022-006);Scientific Research Planning Project of Anhui Province (2022AH050072); Attackers inject the designed adversarial sample into the target recommendation system to achieve illegal goals,seriously affecting the security and reliability of the recommendation system.It is difficult for attacke...; 关键词：recommendation systems adversarial examples transferability imperceptible

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