Securing Distributed Network Digital Twin Systems Against Model Poisoning Attacks

Securing Distributed Network Digital Twin Systems Against Model Poisoning Attacks

2 July 2024

Zifan Zhang

Minghong Fang

Yuchen Liu

Papers citing "Securing Distributed Network Digital Twin Systems Against Model Poisoning Attacks"

16 / 16 papers shown

Title
Synergizing AI and Digital Twins for Next-Generation Network Optimization, Forecasting, and Security Zifan Zhang Minghong Fang Dianwei Chen Xianfeng Terry Yang Yuchen Liu 53 0 0 08 Mar 2025
Digital Twin-Assisted Data-Driven Optimization for Reliable Edge Caching in Wireless Networks Zifan Zhang Yuchen Liu Zhiyuan Peng Mingzhe Chen Dongkuan Xu Shuguang Cui 46 8 0 29 Jun 2024
Byzantine-Robust Decentralized Federated Learning Minghong Fang Zifan Zhang Hairi Prashant Khanduri Jia Liu Songtao Lu Yuchen Liu Neil Zhenqiang Gong AAML FedML OOD 77 21 0 14 Jun 2024
Mapping Wireless Networks into Digital Reality through Joint Vertical and Horizontal Learning Zifan Zhang Mingzhe Chen Zhaohui Yang Yuchen Liu 49 4 0 22 Apr 2024
Poisoning Attacks on Federated Learning-based Wireless Traffic Prediction Zifan Zhang Minghong Fang Jiayuan Huang Yuchen Liu AAML 76 8 0 22 Apr 2024
MPAF: Model Poisoning Attacks to Federated Learning based on Fake Clients Xiaoyu Cao Neil Zhenqiang Gong 60 112 0 16 Mar 2022
Dual Attention-Based Federated Learning for Wireless Traffic Prediction Chuanting Zhang Shuping Dang B. Shihada Mohamed-Slim Alouini 52 86 0 11 Oct 2021
FLTrust: Byzantine-robust Federated Learning via Trust Bootstrapping Xiaoyu Cao Minghong Fang Jia Liu Neil Zhenqiang Gong FedML 152 631 0 27 Dec 2020
Data Poisoning Attacks Against Federated Learning Systems Vale Tolpegin Stacey Truex Mehmet Emre Gursoy Ling Liu FedML 111 653 0 16 Jul 2020
Secure and Robust Machine Learning for Healthcare: A Survey A. Qayyum Junaid Qadir Muhammad Bilal Ala I. Al-Fuqaha AAML OOD 76 381 0 21 Jan 2020
Local Model Poisoning Attacks to Byzantine-Robust Federated Learning Minghong Fang Xiaoyu Cao Jinyuan Jia Neil Zhenqiang Gong AAML OOD FedML 101 1,103 0 26 Nov 2019
Fall of Empires: Breaking Byzantine-tolerant SGD by Inner Product Manipulation Cong Xie Oluwasanmi Koyejo Indranil Gupta FedML AAML 51 254 0 10 Mar 2019
Mitigating Sybils in Federated Learning Poisoning Clement Fung Chris J. M. Yoon Ivan Beschastnikh AAML 58 501 0 14 Aug 2018
Byzantine-Robust Distributed Learning: Towards Optimal Statistical Rates Dong Yin Yudong Chen Kannan Ramchandran Peter L. Bartlett OOD FedML 113 1,492 0 05 Mar 2018
Communication-Efficient Learning of Deep Networks from Decentralized Data H. B. McMahan Eider Moore Daniel Ramage S. Hampson Blaise Agüera y Arcas FedML 380 17,437 0 17 Feb 2016
A Review of Network Traffic Analysis and Prediction Techniques Manish Joshi Theyazn Hassn Hadi 18 119 0 21 Jul 2015