AIセキュリティポータルbot

Word Embedding Techniques for Malware Evolution Detection

Authors: Sunhera Paul, Mark Stamp | Published: 2021-03-07
PEマルウェア分類
時間ウィンドウ解析
進化スコア計算

On Ensemble Learning

Authors: Mark Stamp, Aniket Chandak, Gavin Wong, Allen Ye | Published: 2021-03-07
パフォーマンス評価
機械学習の応用
評価手法

Detecting Adversarial Examples from Sensitivity Inconsistency of Spatial-Transform Domain

Authors: Jinyu Tian, Jiantao Zhou, Yuanman Li, Jia Duan | Published: 2021-03-07
攻撃シナリオ分析
敵対的サンプルの検知
敵対的学習

T-Miner: A Generative Approach to Defend Against Trojan Attacks on DNN-based Text Classification

Authors: Ahmadreza Azizi, Ibrahim Asadullah Tahmid, Asim Waheed, Neal Mangaokar, Jiameng Pu, Mobin Javed, Chandan K. Reddy, Bimal Viswanath | Published: 2021-03-07 | Updated: 2021-03-11
テキストの摂動手法
バックドアモデルの検知
攻撃手法

Utilising Flow Aggregation to Classify Benign Imitating Attacks

Authors: Hanan Hindy, Robert Atkinson, Christos Tachtatzis, Ethan Bayne, Miroslav Bures, Xavier Bellekens | Published: 2021-03-06
フロー集約手法
攻撃検出
評価指標

MalBERT: Using Transformers for Cybersecurity and Malicious Software Detection

Authors: Abir Rahali, Moulay A. Akhloufi | Published: 2021-03-05
ウォーターマーキング
マルチクラス分類
深層学習技術

A Novel Framework for Threat Analysis of Machine Learning-based Smart Healthcare Systems

Authors: Nur Imtiazul Haque, Mohammad Ashiqur Rahman, Md Hasan Shahriar, Alvi Ataur Khalil, Selcuk Uluagac | Published: 2021-03-05
医療データの透かし設定
攻撃手法
脅威モデリング

Efficient Encrypted Inference on Ensembles of Decision Trees

Authors: Kanthi Sarpatwar, Karthik Nandakumar, Nalini Ratha, James Rayfield, Karthikeyan Shanmugam, Sharath Pankanti, Roman Vaculin | Published: 2021-03-05
パフォーマンス評価
リアルタイム推論
深層学習技術

Quantifying identifiability to choose and audit $ε$ in differentially private deep learning

Authors: Daniel Bernau, Günther Eibl, Philip W. Grassal, Hannah Keller, Florian Kerschbaum | Published: 2021-03-04 | Updated: 2021-07-20
DP-SGD
統計的手法
計算効率

Evaluation and Optimization of Distributed Machine Learning Techniques for Internet of Things

Authors: Yansong Gao, Minki Kim, Chandra Thapa, Sharif Abuadbba, Zhi Zhang, Seyit A. Camtepe, Hyoungshick Kim, Surya Nepal | Published: 2021-03-03
パフォーマンス評価
分散学習
計算効率