データセット評価

Machine Learning for Detecting Data Exfiltration: A Review

Authors: Bushra Sabir, Faheem Ullah, M. Ali Babar, Raj Gaire | Published: 2020-12-17 | Updated: 2021-03-21
データセット評価
攻撃検出
機械学習の役割

GNNUnlock: Graph Neural Networks-based Oracle-less Unlocking Scheme for Provably Secure Logic Locking

Authors: Lilas Alrahis, Satwik Patnaik, Faiq Khalid, Muhammad Abdullah Hanif, Hani Saleh, Muhammad Shafique, Ozgur Sinanoglu | Published: 2020-12-10
データセット評価
攻撃の分類
機械学習の役割

Machine Learning-Based Early Detection of IoT Botnets Using Network-Edge Traffic

Authors: Ayush Kumar, Mrinalini Shridhar, Sahithya Swaminathan, Teng Joon Lim | Published: 2020-10-22
データセット評価
機械学習の応用
異常検出手法

Certified Distributional Robustness on Smoothed Classifiers

Authors: Jungang Yang, Liyao Xiang, Ruidong Chen, Yukun Wang, Wei Wang, Xinbing Wang | Published: 2020-10-21 | Updated: 2021-04-30
データセット評価
ロバスト性向上手法
敵対的サンプル

Multi-Dimensional Randomized Response

Authors: Josep Domingo-Ferrer, Jordi Soria-Comas | Published: 2020-10-21 | Updated: 2020-12-19
データセット評価
プライバシー保証
多次元データ分析

Image Obfuscation for Privacy-Preserving Machine Learning

Authors: Mathilde Raynal, Radhakrishna Achanta, Mathias Humbert | Published: 2020-10-20
データセット評価
データ保護手法
メンバーシップ推論

Dos and Don’ts of Machine Learning in Computer Security

Authors: Daniel Arp, Erwin Quiring, Feargus Pendlebury, Alexander Warnecke, Fabio Pierazzi, Christian Wressnegger, Lorenzo Cavallaro, Konrad Rieck | Published: 2020-10-19 | Updated: 2021-11-30
スプリアス相関
データセット評価
バイアス

BAAAN: Backdoor Attacks Against Autoencoder and GAN-Based Machine Learning Models

Authors: Ahmed Salem, Yannick Sautter, Michael Backes, Mathias Humbert, Yang Zhang | Published: 2020-10-06 | Updated: 2020-10-08
データセット評価
バックドア攻撃
機械学習

Metadata-Based Detection of Child Sexual Abuse Material

Authors: Mayana Pereira, Rahul Dodhia, Hyrum Anderson, Richard Brown | Published: 2020-10-05 | Updated: 2021-10-27
データセット評価
モデル評価
機械学習

Challenges in Forecasting Malicious Events from Incomplete Data

Authors: Nazgol Tavabi, Andrés Abeliuk, Negar Mokhberian, Jeremy Abramson, Kristina Lerman | Published: 2020-04-06
セキュリティ分析
データセット評価
脆弱性評価手法