Adversarial Robustness in One-Stage Learning-to-Defer
Authors: Yannis Montreuil, Letian Yu, Axel Carlier, Lai Xing Ng, Wei Tsang Ooi | Published: 2025-10-13
敵対的学習
Neutral Agent-based Adversarial Policy Learning against Deep Reinforcement Learning in Multi-party Open Systems
Authors: Qizhou Peng, Yang Zheng, Yu Wen, Yanna Wu, Yingying Du | Published: 2025-10-13
Evaluating the Robustness of a Production Malware Detection System to Transferable Adversarial Attacks
Authors: Milad Nasr, Yanick Fratantonio, Luca Invernizzi, Ange Albertini, Loua Farah, Alex Petit-Bianco, Andreas Terzis, Kurt Thomas, Elie Bursztein, Nicholas Carlini | Published: 2025-10-02
SPATA: Systematic Pattern Analysis for Detailed and Transparent Data Cards
Authors: João Vitorino, Eva Maia, Isabel Praça, Carlos Soares | Published: 2025-09-30
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
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