Federated Learning in the Wild: A Comparative Study for Cybersecurity under Non-IID and Unbalanced Settings
Authors: Roberto Doriguzzi-Corin, Petr Sabel, Silvio Cretti, Silvio Ranise | Published: 2025-09-22
Adversarial Learning
Sy-FAR: Symmetry-based Fair Adversarial Robustness
Authors: Haneen Najjar, Eyal Ronen, Mahmood Sharif | Published: 2025-09-16
EByFTVeS: Efficient Byzantine Fault Tolerant-based Verifiable Secret-sharing in Distributed Privacy-preserving Machine Learning
Authors: Zhen Li, Zijian Zhang, Wenjin Yang, Pengbo Wang, Zhaoqi Wang, Meng Li, Yan Wu, Xuyang Liu, Jing Sun, Liehuang Zhu | Published: 2025-09-16
Imitative Membership Inference Attack
Authors: Yuntao Du, Yuetian Chen, Hanshen Xiao, Bruno Ribeiro, Ninghui Li | Published: 2025-09-08
Intellectual Property in Graph-Based Machine Learning as a Service: Attacks and Defenses
Authors: Lincan Li, Bolin Shen, Chenxi Zhao, Yuxiang Sun, Kaixiang Zhao, Shirui Pan, Yushun Dong | Published: 2025-08-27
Intrusion Detection in Heterogeneous Networks with Domain-Adaptive Multi-Modal Learning
Authors: Mabin Umman Varghese, Zahra Taghiyarrenani | Published: 2025-08-05
On Reconstructing Training Data From Bayesian Posteriors and Trained Models
Authors: George Wynne | Published: 2025-07-24
Unsourced Adversarial CAPTCHA: A Bi-Phase Adversarial CAPTCHA Framework
Authors: Xia Du, Xiaoyuan Liu, Jizhe Zhou, Zheng Lin, Chi-man Pun, Zhe Chen, Wei Ni, Jun Luo | Published: 2025-06-12
On the Stability of Graph Convolutional Neural Networks: A Probabilistic Perspective
Authors: Ning Zhang, Henry Kenlay, Li Zhang, Mihai Cucuringu, Xiaowen Dong | Published: 2025-06-01 | Updated: 2025-06-03
Mitigating Fine-tuning Risks in LLMs via Safety-Aware Probing Optimization
Authors: Chengcan Wu, Zhixin Zhang, Zeming Wei, Yihao Zhang, Meng Sun | Published: 2025-05-22