AIセキュリティポータルbot

BROADCAST: Reducing Both Stochastic and Compression Noise to Robustify Communication-Efficient Federated Learning

Authors: Heng Zhu, Qing Ling | Published: 2021-04-14 | Updated: 2022-04-11
ビザンチン合意メカニズム
収束解析
最適化問題

Towards Causal Federated Learning For Enhanced Robustness and Privacy

Authors: Sreya Francis, Irene Tenison, Irina Rish | Published: 2021-04-14
プライバシー保護
ポイズニング
脅威モデル

Fall of Giants: How popular text-based MLaaS fall against a simple evasion attack

Authors: Luca Pajola, Mauro Conti | Published: 2021-04-13
ポイズニング攻撃
脅威モデル
防御メカニズム

Balboa: Bobbing and Weaving around Network Censorship

Authors: Marc B. Rosen, James Parker, Alex J. Malozemoff | Published: 2021-04-13
ウォーターマーキング
通信解析
音声合成技術

Sparse Coding Frontend for Robust Neural Networks

Authors: Can Bakiskan, Metehan Cekic, Ahmet Dundar Sezer, Upamanyu Madhow | Published: 2021-04-12
ポイズニング
敵対的サンプルの検知
防御メカニズム

Supervised Feature Selection Techniques in Network Intrusion Detection: a Critical Review

Authors: Mario Di Mauro, Giovanni Galatro, Giancarlo Fortino, Antonio Liotta | Published: 2021-04-11
マルチクラス分類
最適化問題
特徴エンジニアリング

TenSEAL: A Library for Encrypted Tensor Operations Using Homomorphic Encryption

Authors: Ayoub Benaissa, Bilal Retiat, Bogdan Cebere, Alaa Eddine Belfedhal | Published: 2021-04-07 | Updated: 2021-04-28
プライバシー保護
暗号化技術
機械学習技術

Plinius: Secure and Persistent Machine Learning Model Training

Authors: Peterson Yuhala, Pascal Felber, Valerio Schiavoni, Alain Tchana | Published: 2021-04-07 | Updated: 2021-04-08
プライバシー保護
メモリ管理手法
モデル設計

Robust Classification Under $\ell_0$ Attack for the Gaussian Mixture Model

Authors: Payam Delgosha, Hamed Hassani, Ramtin Pedarsani | Published: 2021-04-05
収束解析
敵対的サンプル
最適化問題

Jekyll: Attacking Medical Image Diagnostics using Deep Generative Models

Authors: Neal Mangaokar, Jiameng Pu, Parantapa Bhattacharya, Chandan K. Reddy, Bimal Viswanath | Published: 2021-04-05
ポイズニング
医療データの透かし設定
脅威モデル