AIセキュリティポータルbot

GANG-MAM: GAN based enGine for Modifying Android Malware

Authors: Renjith G, Sonia Laudanna, Aji S, Corrado Aaron Visaggio, Vinod P | Published: 2021-09-27
ソフトウェアセキュリティ
マルウェア検出手法
敵対的攻撃

Differentially Private Aggregation in the Shuffle Model: Almost Central Accuracy in Almost a Single Message

Authors: Badih Ghazi, Ravi Kumar, Pasin Manurangsi, Rasmus Pagh, Amer Sinha | Published: 2021-09-27
アルゴリズム
データプライバシー評価
プライバシーリスク管理

Distributionally Robust Multiclass Classification and Applications in Deep Image Classifiers

Authors: Ruidi Chen, Boran Hao, Ioannis Paschalidis | Published: 2021-09-27 | Updated: 2023-03-25
ロバスト性
性能評価
機械学習の応用

MixNN: Protection of Federated Learning Against Inference Attacks by Mixing Neural Network Layers

Authors: Antoine Boutet, Thomas Lebrun, Jan Aalmoes, Adrien Baud | Published: 2021-09-26
プライバシーリスク管理
性能評価
連合学習

Opacus: User-Friendly Differential Privacy Library in PyTorch

Authors: Ashkan Yousefpour, Igor Shilov, Alexandre Sablayrolles, Davide Testuggine, Karthik Prasad, Mani Malek, John Nguyen, Sayan Ghosh, Akash Bharadwaj, Jessica Zhao, Graham Cormode, Ilya Mironov | Published: 2021-09-25 | Updated: 2022-08-22
DP-SGD
ライブラリ分類
性能評価

POSSE: Patterns of Systems During Software Encryption

Authors: David Noever, Samantha Miller Noever | Published: 2021-09-24
ソフトウェアセキュリティ
性能評価
機械学習の応用

Interpretability in Safety-Critical FinancialTrading Systems

Authors: Gabriel Deza, Adelin Travers, Colin Rowat, Nicolas Papernot | Published: 2021-09-24
性能評価
機械学習の応用
特徴重要度分析

SGDE: Secure Generative Data Exchange for Cross-Silo Federated Learning

Authors: Eugenio Lomurno, Alberto Archetti, Lorenzo Cazzella, Stefano Samele, Leonardo Di Perna, Matteo Matteucci | Published: 2021-09-24 | Updated: 2022-09-07
データプライバシー評価
データ生成
連合学習

The More, the Better? A Study on Collaborative Machine Learning for DGA Detection

Authors: Arthur Drichel, Benedikt Holmes, Justus von Brandt, Ulrike Meyer | Published: 2021-09-24
データ生成
性能評価
連合学習

Morse-STF: Improved Protocols for Privacy-Preserving Machine Learning

Authors: Qizhi Zhang, Sijun Tan, Lichun Li, Yun Zhao, Dong Yin, Shan Yin | Published: 2021-09-24 | Updated: 2022-05-19
アルゴリズム
機械学習の応用
線形モデル