AIセキュリティポータルbot

ATRO: Adversarial Training with a Rejection Option

Authors: Masahiro Kato, Zhenghang Cui, Yoshihiro Fukuhara | Published: 2020-10-24
敵対的サンプル
敵対的サンプルの検知
機械学習アルゴリズム

Graph Information Bottleneck

Authors: Tailin Wu, Hongyu Ren, Pan Li, Jure Leskovec | Published: 2020-10-24
将来の研究
情報理論的評価
機械学習アルゴリズム

Model Extraction Attacks on Graph Neural Networks: Taxonomy and Realization

Authors: Bang Wu, Xiangwen Yang, Shirui Pan, Xingliang Yuan | Published: 2020-10-24 | Updated: 2021-11-30
攻撃の分類
攻撃手法
知識グラフ

Avoiding Occupancy Detection from Smart Meter using Adversarial Machine Learning

Authors: ibrahim Yilmaz, Ambareen Siraj | Published: 2020-10-23
データの隠蔽
プライバシー保護
機械学習アルゴリズム

DualNet: Locate Then Detect Effective Payload with Deep Attention Network

Authors: Shiyi Yang, Peilun Wu, Hui Guo | Published: 2020-10-23
ポイズニング
機械学習手法
特徴重要度分析

Investigating Membership Inference Attacks under Data Dependencies

Authors: Thomas Humphries, Simon Oya, Lindsey Tulloch, Matthew Rafuse, Ian Goldberg, Urs Hengartner, Florian Kerschbaum | Published: 2020-10-23 | Updated: 2023-06-14
プロパティ推論攻撃
メンバーシップ開示リスク
評価指標

A Differentially Private Text Perturbation Method Using a Regularized Mahalanobis Metric

Authors: Zekun Xu, Abhinav Aggarwal, Oluwaseyi Feyisetan, Nathanael Teissier | Published: 2020-10-22
テキストの摂動手法
情報漏洩の原因
機械学習アルゴリズム

Getting Passive Aggressive About False Positives: Patching Deployed Malware Detectors

Authors: Edward Raff, Bobby Filar, James Holt | Published: 2020-10-22
マルウェア検出
機械学習手法
重み更新手法

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

Maximum Mean Discrepancy Test is Aware of Adversarial Attacks

Authors: Ruize Gao, Feng Liu, Jingfeng Zhang, Bo Han, Tongliang Liu, Gang Niu, Masashi Sugiyama | Published: 2020-10-22 | Updated: 2021-07-11
敵対的サンプルの脆弱性
検出手法の分析
統計的手法