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面向网络空间防御的对抗机器学习研究综述 期刊论文
自动化学报, 2022, 卷号: 48, 期号: 7, 页码: 1625-1649
作者:  余正飞;  闫巧;  周鋆
Adobe PDF(2039Kb)  |  收藏  |  浏览/下载：1/0  |  提交时间：2024/05/20
网络空间防御  对抗机器学习  投毒攻击  规避攻击  对抗样本  
Effective and Robust Detection of Adversarial Examples via Benford-Fourier Coefficients 期刊论文
Machine Intelligence Research, 2023, 卷号: 20, 期号: 5, 页码: 666-682
作者:  Cheng-Cheng Ma;  Bao-Yuan Wu;  Yan-Bo Fan;  Yong Zhang;   Zhi-Feng Li
Adobe PDF(9598Kb)  |  收藏  |  浏览/下载：21/7  |  提交时间：2024/04/23
Adversarial defense, adversarial detection, generalized Gaussian distribution, Benford-Fourier coefficients, image classification  
Red Alarm for Pre-trained Models: Universal Vulnerability to Neuron-level Backdoor Attacks 期刊论文
Machine Intelligence Research, 2023, 卷号: 20, 期号: 2, 页码: 180-193
作者:  Zhengyan Zhang;  Guangxuan Xiao;  Yongwei Li;  Tian Lv;  Fanchao Qi;  Zhiyuan Liu;  Yasheng Wang;  Xin Jiang;  Maosong Sun
Adobe PDF(1649Kb)  |  收藏  |  浏览/下载：13/3  |  提交时间：2024/04/23
Pre-trained language models  backdoor attacks  transformers  natural language processing (NLP)  computer vision (CV)  
Pre-training in Medical Data: A Survey 期刊论文
Machine Intelligence Research, 2023, 卷号: 20, 期号: 2, 页码: 147-149
作者:  Yixuan Qiu;  Feng Lin;  Weitong Chen;  Miao Xu
Adobe PDF(2262Kb)  |  收藏  |  浏览/下载：12/4  |  提交时间：2024/04/23
Medical data  pre-training  transfer learning  self-supervised learning  medical image data  electrocardiograms (ECG) data  
Federated Learning with Privacy-preserving and Model IP-right-protection 期刊论文
Machine Intelligence Research, 2023, 卷号: 20, 期号: 1, 页码: 19-37
作者:  Qiang Yang;  Anbu Huang;  Lixin Fan;  Chee Seng Chan;  Jian Han Lim;  Kam Woh Ng;  Ding Sheng Ong;  Bowen Li
Adobe PDF(2634Kb)  |  收藏  |  浏览/下载：11/3  |  提交时间：2024/04/23
Federated learning  privacy-preserving machine learning  security  decentralized learning  intellectual property protection  
A Tutorial on Federated Learning from Theory to Practice: Foundations, Software Frameworks, Exemplary Use Cases, and Selected Trends 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 4, 页码: 824-850
作者:  M. Victoria Luzón;  Nuria Rodríguez-Barroso;  Alberto Argente-Garrido;  Daniel Jiménez-López;  Jose M. Moyano;  Javier Del Ser;  Weiping Ding;  Francisco Herrera
Adobe PDF(4602Kb)  |  收藏  |  浏览/下载：28/9  |  提交时间：2024/03/18
Data privacy  distributed machine learning  federated learning  software frameworks  
Cross-Scenario Unknown-Aware Face Anti-Spoofing with Evidential Semantic Consistency Learning 期刊论文
IEEE Transactions on Information Forensics and Security, 2024, 页码: 3093 - 3108
作者:  Jiang, Fangling;  Liu, Yunfan;  Si, Haolin;  Meng, Jingjing;  Li, Qi
Adobe PDF(2675Kb)  |  收藏  |  浏览/下载：127/41  |  提交时间：2024/02/23
An Incentive Mechanism for Federated Learning: A Continuous Zero-Determinant Strategy Approach 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 1, 页码: 88-102
作者:  Changbing Tang;  Baosen Yang;  Xiaodong Xie;  Guanrong Chen;  Mohammed A. A. Al-qaness;  Yang Liu
Adobe PDF(2968Kb)  |  收藏  |  浏览/下载：188/133  |  提交时间：2024/01/02
Federated learning (FL)  game theory  incentive mechanism  machine learning  zero-determinant strategy  
Security and Privacy in Solar Insecticidal Lamps Internet of Things: Requirements and Challenges 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2024, 卷号: 11, 期号: 1, 页码: 58-73
作者:  Qingsong Zhao;  Lei Shu;  Kailiang Li;  Mohamed Amine Ferrag;  Ximeng Liu;  Yanbin Li
Adobe PDF(3374Kb)  |  收藏  |  浏览/下载：232/170  |  提交时间：2024/01/02
Challenges  Internet of Things (IoT)  privacy and security  security requirements  solar insecticidal lamps (SIL)  
Attacks Against Cross-Chain Systems and Defense Approaches: A Contemporary Survey 期刊论文
IEEE/CAA Journal of Automatica Sinica, 2023, 卷号: 10, 期号: 8, 页码: 1647-1667
作者:  Li Duan;  Yangyang Sun;  Wei Ni;  Weiping Ding;  Jiqiang Liu;  Wei Wang
Adobe PDF(2148Kb)  |  收藏  |  浏览/下载：105/23  |  提交时间：2023/07/20
Blockchain  cross-chain  defense  distributed private key control  hash-locking  notary  security threats  sidechain/relay