データセット評価

Threat Detection for General Social Engineering Attack Using Machine Learning Techniques

Authors: Zuoguang Wang, Yimo Ren, Hongsong Zhu, Limin Sun | Published: 2022-03-15 | Updated: 2022-03-17
データセット評価
性能評価指標
特徴選択手法

Explaining RADAR features for detecting spoofing attacks in Connected Autonomous Vehicles

Authors: Nidhi Rastogi, Sara Rampazzi, Michael Clifford, Miriam Heller, Matthew Bishop, Karl Levitt | Published: 2022-03-01
データセット評価
モデルの設計や精度
自動運転技術の脆弱性

Improved Certified Defenses against Data Poisoning with (Deterministic) Finite Aggregation

Authors: Wenxiao Wang, Alexander Levine, Soheil Feizi | Published: 2022-02-05 | Updated: 2022-07-14
データセット評価
ポイズニング
ロバスト性評価

Improving the Reliability of Network Intrusion Detection Systems through Dataset Integration

Authors: Roberto Magán-Carrión, Daniel Urda, Ignacio Díaz-Cano, Bernabé Dorronsoro | Published: 2021-12-02
データセット評価
データ前処理
一般化性能

Benchmark Static API Call Datasets for Malware Family Classification

Authors: Berkant Düzgün, Aykut Çayır, Ferhat Demirkıran, Ceyda Nur Kahya, Buket Gençaydın, Hasan Dağ | Published: 2021-11-30 | Updated: 2022-08-04
データセット評価
マルウェア検出手法
静的分析

Needle in a Haystack: Detecting Subtle Malicious Edits to Additive Manufacturing G-code Files

Authors: Caleb Beckwith, Harsh Sankar Naicker, Svara Mehta, Viba R. Udupa, Nghia Tri Nim, Varun Gadre, Hammond Pearce, Gary Mac, Nikhil Gupta | Published: 2021-11-24
データセット評価
データ整合性制約
機械学習の応用

Is this IoT Device Likely to be Secure? Risk Score Prediction for IoT Devices Using Gradient Boosting Machines

Authors: Carlos A. Rivera Alvarez, Arash Shaghaghi, David D. Nguyen, Salil S. Kanhere | Published: 2021-11-23
データセット評価
モデル選択手法
リスク評価手法

On the Importance of Difficulty Calibration in Membership Inference Attacks

Authors: Lauren Watson, Chuan Guo, Graham Cormode, Alex Sablayrolles | Published: 2021-11-15 | Updated: 2022-04-11
データセット評価
メンバーシップ推論
難易度の高いサンプル

Property Inference Attacks Against GANs

Authors: Junhao Zhou, Yufei Chen, Chao Shen, Yang Zhang | Published: 2021-11-15
データセット評価
データ生成
メンバーシップ推論

Get a Model! Model Hijacking Attack Against Machine Learning Models

Authors: Ahmed Salem, Michael Backes, Yang Zhang | Published: 2021-11-08
データセット評価
バックドア攻撃
敵対的攻撃手法