Differentially Private Federated Learning: A Systematic Review
Authors: Jie Fu, Yuan Hong, Xinpeng Ling, Leixia Wang, Xun Ran, Zhiyu Sun, Wendy Hui Wang, Zhili Chen, Yang Cao | Published: 2024-05-14 | Updated: 2024-05-20
Poisoning
Adversarial Machine Learning Threats to Spacecraft
Authors: Rajiv Thummala, Shristi Sharma, Matteo Calabrese, Gregory Falco | Published: 2024-05-14
Concealing Backdoor Model Updates in Federated Learning by Trigger-Optimized Data Poisoning
Authors: Yujie Zhang, Neil Gong, Michael K. Reiter | Published: 2024-05-10 | Updated: 2024-09-09
Explainability-Informed Targeted Malware Misclassification
Authors: Quincy Card, Kshitiz Aryal, Maanak Gupta | Published: 2024-05-07
The Federation Strikes Back: A Survey of Federated Learning Privacy Attacks, Defenses, Applications, and Policy Landscape
Authors: Joshua C. Zhao, Saurabh Bagchi, Salman Avestimehr, Kevin S. Chan, Somali Chaterji, Dimitris Dimitriadis, Jiacheng Li, Ninghui Li, Arash Nourian, Holger R. Roth | Published: 2024-05-06 | Updated: 2025-03-22
Human-Imperceptible Retrieval Poisoning Attacks in LLM-Powered Applications
Authors: Quan Zhang, Binqi Zeng, Chijin Zhou, Gwihwan Go, Heyuan Shi, Yu Jiang | Published: 2024-04-26
An Analysis of Recent Advances in Deepfake Image Detection in an Evolving Threat Landscape
Authors: Sifat Muhammad Abdullah, Aravind Cheruvu, Shravya Kanchi, Taejoong Chung, Peng Gao, Murtuza Jadliwala, Bimal Viswanath | Published: 2024-04-24
A Comparative Analysis of Adversarial Robustness for Quantum and Classical Machine Learning Models
Authors: Maximilian Wendlinger, Kilian Tscharke, Pascal Debus | Published: 2024-04-24
Watch Out for Your Guidance on Generation! Exploring Conditional Backdoor Attacks against Large Language Models
Authors: Jiaming He, Wenbo Jiang, Guanyu Hou, Wenshu Fan, Rui Zhang, Hongwei Li | Published: 2024-04-23 | Updated: 2025-01-08
Aggressive or Imperceptible, or Both: Network Pruning Assisted Hybrid Byzantines in Federated Learning
Authors: Emre Ozfatura, Kerem Ozfatura, Alptekin Kupcu, Deniz Gunduz | Published: 2024-04-09