敵対的学習

SPATA: Systematic Pattern Analysis for Detailed and Transparent Data Cards

Authors: João Vitorino, Eva Maia, Isabel Praça, Carlos Soares | Published: 2025-09-30
プライバシー保護機械学習
敵対的学習
解釈可能性

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
クライアント選択手法
敵対的学習
連合学習

Sy-FAR: Symmetry-based Fair Adversarial Robustness

Authors: Haneen Najjar, Eyal Ronen, Mahmood Sharif | Published: 2025-09-16
公平性の確保
敵対的学習
評価指標

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
セキュアアグリゲーション
差分プライバシー
敵対的学習

Imitative Membership Inference Attack

Authors: Yuntao Du, Yuetian Chen, Hanshen Xiao, Bruno Ribeiro, Ninghui Li | Published: 2025-09-08
実験的検証
攻撃手法
敵対的学習

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
モデル抽出攻撃
敵対的学習
知的財産保護

Intrusion Detection in Heterogeneous Networks with Domain-Adaptive Multi-Modal Learning

Authors: Mabin Umman Varghese, Zahra Taghiyarrenani | Published: 2025-08-05
データセットの多様性
敵対的学習
深層学習モデル

On Reconstructing Training Data From Bayesian Posteriors and Trained Models

Authors: George Wynne | Published: 2025-07-24
再構成攻撃
敵対的学習
透かし評価

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
モデルの頑健性保証
敵対的学習
敵対的攻撃検出

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
動的グラフ処理
敵対的学習
最適化問題