文献データベース

Attacks on Visualization-Based Malware Detection: Balancing Effectiveness and Executability

Authors: Hadjer Benkraouda, Jingyu Qian, Hung Quoc Tran, Berkay Kaplan | Published: 2021-09-21
マルウェア検出手法
敵対的サンプル
敵対的攻撃

DeSMP: Differential Privacy-exploited Stealthy Model Poisoning Attacks in Federated Learning

Authors: Md Tamjid Hossain, Shafkat Islam, Shahriar Badsha, Haoting Shen | Published: 2021-09-21
バックドア攻撃
連合学習
防御メカニズム

SoK: Machine Learning Governance

Authors: Varun Chandrasekaran, Hengrui Jia, Anvith Thudi, Adelin Travers, Mohammad Yaghini, Nicolas Papernot | Published: 2021-09-20
プライバシーリスク管理
ポイズニング
連合学習

Machine-Learning Side-Channel Attacks on the GALACTICS Constant-Time Implementation of BLISS

Authors: Soundes Marzougui, Nils Wisiol, Patrick Gersch, Juliane Krämer, Jean-Pierre Seifert | Published: 2021-09-20 | Updated: 2022-06-08
アルゴリズム
サイバーセキュリティ
データ漏洩

Towards Resilient Artificial Intelligence: Survey and Research Issues

Authors: Oliver Eigner, Sebastian Eresheim, Peter Kieseberg, Lukas Daniel Klausner, Martin Pirker, Torsten Priebe, Simon Tjoa, Fiammetta Marulli, Francesco Mercaldo | Published: 2021-09-18
ロバスト性
将来の研究
敵対的攻撃

A Fairness Analysis on Private Aggregation of Teacher Ensembles

Authors: Cuong Tran, My H. Dinh, Kyle Beiter, Ferdinando Fioretto | Published: 2021-09-17
サンプル複雑性
プライバシーリスク管理
正則化

Membership Inference Attacks Against Recommender Systems

Authors: Minxing Zhang, Zhaochun Ren, Zihan Wang, Pengjie Ren, Zhumin Chen, Pengfei Hu, Yang Zhang | Published: 2021-09-16
データ生成
メンバーシップ推論
防御メカニズム

Modern Cybersecurity Solution using Supervised Machine Learning

Authors: Mustafa Sakhai, Maciej Wielgosz | Published: 2021-09-15
性能評価
機械学習の応用
異常検出手法

Can one hear the shape of a neural network?: Snooping the GPU via Magnetic Side Channel

Authors: Henrique Teles Maia, Chang Xiao, Dingzeyu Li, Eitan Grinspun, Changxi Zheng | Published: 2021-09-15
GPUの脆弱性
メンバーシップ推論
性能評価

EVAGAN: Evasion Generative Adversarial Network for Low Data Regimes

Authors: Rizwan Hamid Randhawa, Nauman Aslam, Mohammad Alauthman, Husnain Rafiq | Published: 2021-09-14 | Updated: 2022-08-06
データ生成
性能評価
敵対的攻撃