文献データベース

Bias-Aware Minimisation: Understanding and Mitigating Estimator Bias in Private SGD

Authors: Moritz Knolle, Robert Dorfman, Alexander Ziller, Daniel Rueckert, Georgios Kaissis | Published: 2023-08-23
プライバシー保護手法
収束分析
最適化手法

Protect Federated Learning Against Backdoor Attacks via Data-Free Trigger Generation

Authors: Yanxin Yang, Ming Hu, Yue Cao, Jun Xia, Yihao Huang, Yang Liu, Mingsong Chen | Published: 2023-08-22
バックドア攻撃
ポイズニング
防御手法

Optimized Deep Learning Models for Malware Detection under Concept Drift

Authors: William Maillet, Benjamin Marais | Published: 2023-08-21 | Updated: 2024-08-01
性能評価
最適化手法
深層学習手法

A Modular and Adaptive System for Business Email Compromise Detection

Authors: Jan Brabec, Filip Šrajer, Radek Starosta, Tomáš Sixta, Marc Dupont, Miloš Lenoch, Jiří Menšík, Florian Becker, Jakub Boros, Tomáš Pop, Pavel Novák | Published: 2023-08-21
ビジネスメール詐欺
フィッシング検出
性能評価

ALI-DPFL: Differentially Private Federated Learning with Adaptive Local Iterations

Authors: Xinpeng Ling, Jie Fu, Kuncan Wang, Haitao Liu, Zhili Chen | Published: 2023-08-21 | Updated: 2024-05-22
プライバシー保護
収束保証
連合学習

Federated Learning for Connected and Automated Vehicles: A Survey of Existing Approaches and Challenges

Authors: Vishnu Pandi Chellapandi, Liangqi Yuan, Christopher G. Brinton, Stanislaw H Zak, Ziran Wang | Published: 2023-08-21 | Updated: 2023-11-11
プライバシー保護
車両ネットワーク
連合学習

AutoReP: Automatic ReLU Replacement for Fast Private Network Inference

Authors: Hongwu Peng, Shaoyi Huang, Tong Zhou, Yukui Luo, Chenghong Wang, Zigeng Wang, Jiahui Zhao, Xi Xie, Ang Li, Tony Geng, Kaleel Mahmood, Wujie Wen, Xiaolin Xu, Caiwen Ding | Published: 2023-08-20
MPCアルゴリズム
モデル性能評価
最適化手法

A Comparison of Adversarial Learning Techniques for Malware Detection

Authors: Pavla Louthánová, Matouš Kozák, Martin Jureček, Mark Stamp | Published: 2023-08-19
マルウェア検出
敵対的サンプル
敵対的攻撃

DUAW: Data-free Universal Adversarial Watermark against Stable Diffusion Customization

Authors: Xiaoyu Ye, Hao Huang, Jiaqi An, Yongtao Wang | Published: 2023-08-19
カスタマイズ手法
データ生成
透かしの耐久性

Generative Adversarial Networks Unlearning

Authors: Hui Sun, Tianqing Zhu, Wenhan Chang, Wanlei Zhou | Published: 2023-08-19
クラス不均衡
生成的敵対ネットワーク
過剰適合と記憶化