文献データベース

Efficient Differentially Private Secure Aggregation for Federated Learning via Hardness of Learning with Errors

Authors: Timothy Stevens, Christian Skalka, Christelle Vincent, John Ring, Samuel Clark, Joseph Near | Published: 2021-12-13
プライバシー侵害
プロトコル性能評価
通信効率

Does Fully Homomorphic Encryption Need Compute Acceleration?

Authors: Leo de Castro, Rashmi Agrawal, Rabia Yazicigil, Anantha Chandrakasan, Vinod Vaikuntanathan, Chiraag Juvekar, Ajay Joshi | Published: 2021-12-13 | Updated: 2021-12-14
アルゴリズム設計
メモリ管理手法
通信効率

Secure Routine: A Routine-Based Algorithm for Drivers Identification

Authors: Davide Micale, Gianpiero Costantino, Ilaria Matteucci, Giuseppe Patanè, Giampaolo Bella | Published: 2021-12-12
機械学習アルゴリズム
機械学習技術
特徴抽出手法

Malware Classification Using Static Disassembly and Machine Learning

Authors: Zhenshuo Chen, Eoin Brophy, Tomas Ward | Published: 2021-12-10
マルチクラス分類
特徴抽出手法
静的分析

On the Security & Privacy in Federated Learning

Authors: Gorka Abad, Stjepan Picek, Víctor Julio Ramírez-Durán, Aitor Urbieta | Published: 2021-12-10 | Updated: 2022-03-16
バックドア攻撃
ポイズニング
防御手法

Automated Side Channel Analysis of Media Software with Manifold Learning

Authors: Yuanyuan Yuan, Qi Pang, Shuai Wang | Published: 2021-12-09 | Updated: 2021-12-10
データ生成
プライバシー侵害
医療画像分析

ESAFE: Enterprise Security and Forensics at Scale

Authors: Bernard McShea, Kevin Wright, Denley Lam, Steve Schmidt, Anna Choromanska, Devansh Bisla, Shihong Fang, Alireza Sarmadi, Prashanth Krishnamurthy, Farshad Khorrami | Published: 2021-12-08
データ駆動型クラスタリング
ログ分析の課題
脅威モデリング

Membership Inference Attacks From First Principles

Authors: Nicholas Carlini, Steve Chien, Milad Nasr, Shuang Song, Andreas Terzis, Florian Tramer | Published: 2021-12-07 | Updated: 2022-04-12
プライバシーリスク管理
メンバーシップ推論
性能評価指標

Control Parameters Considered Harmful: Detecting Range Specification Bugs in Drone Configuration Modules via Learning-Guided Search

Authors: Ruidong Han, Chao Yang, Siqi Ma, JiangFeng Ma, Cong Sun, Juanru Li, Elisa Bertino | Published: 2021-12-07
UAVセキュリティ
効率的な構成検証
飛行制御の課題

Adversarial Machine Learning In Network Intrusion Detection Domain: A Systematic Review

Authors: Huda Ali Alatwi, Charles Morisset | Published: 2021-12-06
ポイズニング
敵対的サンプル
敵対的攻撃検出