文献データベース

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

Does Proprietary Software Still Offer Protection of Intellectual Property in the Age of Machine Learning? — A Case Study using Dual Energy CT Data

Authors: Andreas Maier, Seung Hee Yang, Farhad Maleki, Nikesh Muthukrishnan, Reza Forghani | Published: 2021-12-06
医療モニタリングシステム
機械学習の応用
機械学習手法

When the Curious Abandon Honesty: Federated Learning Is Not Private

Authors: Franziska Boenisch, Adam Dziedzic, Roei Schuster, Ali Shahin Shamsabadi, Ilia Shumailov, Nicolas Papernot | Published: 2021-12-06 | Updated: 2023-04-12
データ抽出と分析
トレーニングデータ抽出手法
ポイズニング

Beyond Robustness: Resilience Verification of Tree-Based Classifiers

Authors: Stefano Calzavara, Lorenzo Cazzaro, Claudio Lucchese, Federico Marcuzzi, Salvatore Orlando | Published: 2021-12-05
アルゴリズム設計
安定性評価
耐久性問題

Using Static and Dynamic Malware features to perform Malware Ascription

Authors: Jashanpreet Singh Sraw, Keshav Kumar | Published: 2021-12-05
マルウェア検出手法
機械学習アルゴリズム
静的分析

SHAPr: An Efficient and Versatile Membership Privacy Risk Metric for Machine Learning

Authors: Vasisht Duddu, Sebastian Szyller, N. Asokan | Published: 2021-12-04 | Updated: 2022-09-05
プライバシーリスク管理
一般化性能
過剰適合と記憶化