文献データベース

Risk Management Framework for Machine Learning Security

Authors: Jakub Breier, Adrian Baldwin, Helen Balinsky, Yang Liu | Published: 2020-12-09
コスト効率
データ保護手法
評価手法

An Isolation Forest Learning Based Outlier Detection Approach for Effectively Classifying Cyber Anomalies

Authors: Rony Chowdhury Ripan, Iqbal H. Sarker, Md Musfique Anwar, Md. Hasan Furhad, Fazle Rahat, Mohammed Moshiul Hoque, Muhammad Sarfraz | Published: 2020-12-09
性能評価
機械学習手法
特徴抽出手法

Constant-round Blind Classical Verification of Quantum Sampling

Authors: Kai-Min Chung, Yi Lee, Han-Hsuan Lin, Xiaodi Wu | Published: 2020-12-09 | Updated: 2021-10-25
プロトコル手順
量子暗号技術
関数の定義

Ditto: Fair and Robust Federated Learning Through Personalization

Authors: Tian Li, Shengyuan Hu, Ahmad Beirami, Virginia Smith | Published: 2020-12-08 | Updated: 2021-06-15
パラメータ調整
最適化手法
重み更新手法

Certified Robustness of Nearest Neighbors against Data Poisoning and Backdoor Attacks

Authors: Jinyuan Jia, Yupei Liu, Xiaoyu Cao, Neil Zhenqiang Gong | Published: 2020-12-07 | Updated: 2021-12-02
バックドア攻撃
攻撃手法
機械学習

Deep Learning Methods for Credit Card Fraud Detection

Authors: Thanh Thi Nguyen, Hammad Tahir, Mohamed Abdelrazek, Ali Babar | Published: 2020-12-07
機械学習
自己学習手法
重み更新手法

Autoencoding Variational Autoencoder

Authors: A. Taylan Cemgil, Sumedh Ghaisas, Krishnamurthy Dvijotham, Sven Gowal, Pushmeet Kohli | Published: 2020-12-07
敵対的学習
生成モデル特性
自己学習手法

Black-box Model Inversion Attribute Inference Attacks on Classification Models

Authors: Shagufta Mehnaz, Ninghui Li, Elisa Bertino | Published: 2020-12-07
メンバーシップ推論
攻撃手法
機械学習のプライバシー保護

Review: Deep Learning Methods for Cybersecurity and Intrusion Detection Systems

Authors: Mayra Macas, Chunming Wu | Published: 2020-12-04
機械学習
深層学習
異常検知アルゴリズム

ESCAPED: Efficient Secure and Private Dot Product Framework for Kernel-based Machine Learning Algorithms with Applications in Healthcare

Authors: Ali Burak Ünal, Mete Akgün, Nico Pfeifer | Published: 2020-12-04
セキュリティ分析
フレームワーク
機械学習のプライバシー保護