IoT-based Android Malware Detection Using Graph Neural Network With Adversarial Defense
Authors: Rahul Yumlembam, Biju Issac, Seibu Mary Jacob, Longzhi Yang | Published: 2025-12-23
Poisoning
GShield: Mitigating Poisoning Attacks in Federated Learning
Authors: Sameera K. M., Serena Nicolazzo, Antonino Nocera, Vinod P., Rafidha Rehiman K. A | Published: 2025-12-22
From One Attack Domain to Another: Contrastive Transfer Learning with Siamese Networks for APT Detection
Authors: Sidahmed Benabderrahmane, Talal Rahwan | Published: 2025-11-25
Can Federated Learning Safeguard Private Data in LLM Training? Vulnerabilities, Attacks, and Defense Evaluation
Authors: Wenkai Guo, Xuefeng Liu, Haolin Wang, Jianwei Niu, Shaojie Tang, Jing Yuan | Published: 2025-09-25
Not All Samples Are Equal: Quantifying Instance-level Difficulty in Targeted Data Poisoning
Authors: William Xu, Yiwei Lu, Yihan Wang, Matthew Y. R. Yang, Zuoqiu Liu, Gautam Kamath, Yaoliang Yu | Published: 2025-09-08
On the Security and Privacy of Federated Learning: A Survey with Attacks, Defenses, Frameworks, Applications, and Future Directions
Authors: Daniel M. Jimenez-Gutierrez, Yelizaveta Falkouskaya, Jose L. Hernandez-Ramos, Aris Anagnostopoulos, Ioannis Chatzigiannakis, Andrea Vitaletti | Published: 2025-08-19
Non-omniscient backdoor injection with a single poison sample: Proving the one-poison hypothesis for linear regression and linear classification
Authors: Thorsten Peinemann, Paula Arnold, Sebastian Berndt, Thomas Eisenbarth, Esfandiar Mohammadi | Published: 2025-08-07
Cascading and Proxy Membership Inference Attacks
Authors: Yuntao Du, Jiacheng Li, Yuetian Chen, Kaiyuan Zhang, Zhizhen Yuan, Hanshen Xiao, Bruno Ribeiro, Ninghui Li | Published: 2025-07-29
Byzantine Failures Harm the Generalization of Robust Distributed Learning Algorithms More Than Data Poisoning
Authors: Thomas Boudou, Batiste Le Bars, Nirupam Gupta, Aurélien Bellet | Published: 2025-06-22 | Updated: 2025-10-16
A Linear Approach to Data Poisoning
Authors: Diego Granziol, Donald Flynn | Published: 2025-05-21