文献データベース

Fairness-Driven Private Collaborative Machine Learning

Authors: Dana Pessach, Tamir Tassa, Erez Shmueli | Published: 2021-09-29
データプライバシー評価
性能評価
連合学習

Back in Black: A Comparative Evaluation of Recent State-Of-The-Art Black-Box Attacks

Authors: Kaleel Mahmood, Rigel Mahmood, Ethan Rathbun, Marten van Dijk | Published: 2021-09-29
バックドア攻撃
ポイズニング
敵対的攻撃

An Automated Data Engineering Pipeline for Anomaly Detection of IoT Sensor Data

Authors: Xinze Li, Baixi Zou | Published: 2021-09-28
データ抽出と分析
データ駆動型クラスタリング
異常検出手法

Unrolling SGD: Understanding Factors Influencing Machine Unlearning

Authors: Anvith Thudi, Gabriel Deza, Varun Chandrasekaran, Nicolas Papernot | Published: 2021-09-27 | Updated: 2022-03-02
アルゴリズム
性能評価
正則化

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