EdgeLeakage: Membership Information Leakage in Distributed Edge Intelligence Systems
Authors: Kongyang Chen, Yi Lin, Hui Luo, Bing Mi, Yatie Xiao, Chao Ma, Jorge Sá Silva | Published: 2024-03-08
Defense Method
Enhancing Security in Federated Learning through Adaptive Consensus-Based Model Update Validation
Authors: Zahir Alsulaimawi | Published: 2024-03-05
Mitigating Label Flipping Attacks in Malicious URL Detectors Using Ensemble Trees
Authors: Ehsan Nowroozi, Nada Jadalla, Samaneh Ghelichkhani, Alireza Jolfaei | Published: 2024-03-05
DECOR: Enhancing Logic Locking Against Machine Learning-Based Attacks
Authors: Yinghua Hu, Kaixin Yang, Subhajit Dutta Chowdhury, Pierluigi Nuzzo | Published: 2024-03-04
Improving behavior based authentication against adversarial attack using XAI
Authors: Dong Qin, George Amariucai, Daji Qiao, Yong Guan | Published: 2024-02-26 | Updated: 2024-03-10
A Comprehensive Study of Jailbreak Attack versus Defense for Large Language Models
Authors: Zihao Xu, Yi Liu, Gelei Deng, Yuekang Li, Stjepan Picek | Published: 2024-02-21 | Updated: 2024-05-17
Defending Against Weight-Poisoning Backdoor Attacks for Parameter-Efficient Fine-Tuning
Authors: Shuai Zhao, Leilei Gan, Luu Anh Tuan, Jie Fu, Lingjuan Lyu, Meihuizi Jia, Jinming Wen | Published: 2024-02-19 | Updated: 2024-03-29
Evaluating Efficacy of Model Stealing Attacks and Defenses on Quantum Neural Networks
Authors: Satwik Kundu, Debarshi Kundu, Swaroop Ghosh | Published: 2024-02-18
A Survey of Privacy Threats and Defense in Vertical Federated Learning: From Model Life Cycle Perspective
Authors: Lei Yu, Meng Han, Yiming Li, Changting Lin, Yao Zhang, Mingyang Zhang, Yan Liu, Haiqin Weng, Yuseok Jeon, Ka-Ho Chow, Stacy Patterson | Published: 2024-02-06
PuriDefense: Randomized Local Implicit Adversarial Purification for Defending Black-box Query-based Attacks
Authors: Ping Guo, Zhiyuan Yang, Xi Lin, Qingchuan Zhao, Qingfu Zhang | Published: 2024-01-19