モデルの解釈性

Explainable and Transferable Adversarial Attack for ML-Based Network Intrusion Detectors

Authors: Hangsheng Zhang, Dongqi Han, Yinlong Liu, Zhiliang Wang, Jiyan Sun, Shangyuan Zhuang, Jiqiang Liu, Jinsong Dong | Published: 2024-01-19
ポイズニング
モデルの解釈性
敵対的攻撃

X Hacking: The Threat of Misguided AutoML

Authors: Rahul Sharma, Sergey Redyuk, Sumantrak Mukherjee, Andrea Sipka, Sebastian Vollmer, David Selby | Published: 2024-01-16 | Updated: 2024-02-12
XAI(説明可能なAI)
バイアス
モデルの解釈性

Benchmark Evaluation of Anomaly-Based Intrusion Detection Systems in the Context of Smart Grids

Authors: Ömer Sen, Simon Glomb, Martin Henze, Andreas Ulbig | Published: 2023-12-21
モデルの解釈性
異常検出手法
統計的手法

An Explainable Ensemble-based Intrusion Detection System for Software-Defined Vehicle Ad-hoc Networks

Authors: Shakil Ibne Ahsan, Phil Legg, S M Iftekharul Alam | Published: 2023-12-08 | Updated: 2024-10-11
モデルの解釈性
侵入検知システム
車両ネットワーク

Characterizing climate pathways using feature importance on echo state networks

Authors: Katherine Goode, Daniel Ries, Kellie McClernon | Published: 2023-10-12
データ生成
モデルの解釈性
気候情報

FedEdge AI-TC: A Semi-supervised Traffic Classification Method based on Trusted Federated Deep Learning for Mobile Edge Computing

Authors: Pan Wang, Zeyi Li, Mengyi Fu, Zixuan Wang, Ze Zhang, MinYao Liu | Published: 2023-08-14
モデルの解釈性
モデル性能評価
連合学習

The Curse of Recursion: Training on Generated Data Makes Models Forget

Authors: Ilia Shumailov, Zakhar Shumaylov, Yiren Zhao, Yarin Gal, Nicolas Papernot, Ross Anderson | Published: 2023-05-27 | Updated: 2024-04-14
LLM性能評価
サンプリング手法
モデルの解釈性

Explainable AI for Android Malware Detection: Towards Understanding Why the Models Perform So Well?

Authors: Yue Liu, Chakkrit Tantithamthavorn, Li Li, Yepang Liu | Published: 2022-09-02
モデルの解釈性
モデル性能評価
実験的検証

Explainable Artificial Intelligence Applications in Cyber Security: State-of-the-Art in Research

Authors: Zhibo Zhang, Hussam Al Hamadi, Ernesto Damiani, Chan Yeob Yeun, Fatma Taher | Published: 2022-08-31
XAIの応用
データセット生成
モデルの解釈性

Firenze: Model Evaluation Using Weak Signals

Authors: Bhavna Soman, Ali Torkamani, Michael J. Morais, Jeffrey Bickford, Baris Coskun | Published: 2022-07-02
データ生成
モデルの解釈性
評価手法