敵対的学習

APT-CGLP: Advanced Persistent Threat Hunting via Contrastive Graph-Language Pre-Training

Authors: Xuebo Qiu, Mingqi Lv, Yimei Zhang, Tieming Chen, Tiantian Zhu, Qijie Song, Shouling Ji | Published: 2025-11-25
グラフ変換
敵対的学習
深層学習

Critical Evaluation of Quantum Machine Learning for Adversarial Robustness

Authors: Saeefa Rubaiyet Nowmi, Jesus Lopez, Md Mahmudul Alam Imon, Shahrooz Pouryouse, Mohammad Saidur Rahman | Published: 2025-11-19
バックドア攻撃
敵対的学習
量子機械学習

Adversarially Robust and Interpretable Magecart Malware Detection

Authors: Pedro Pereira, José Gouveia, João Vitorino, Eva Maia, Isabel Praça | Published: 2025-11-06
動的分析
敵対的学習
解釈可能性

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
ロバスト性
敵対的学習
防御メカニズム

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
敵対的学習
深層強化学習
防御効果分析

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
オンラインマルウェア検出
敵対的学習
構造的攻撃

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