AIセキュリティポータルbot

Applying Machine Learning on RSRP-based Features for False Base Station Detection

Authors: Prajwol Kumar Nakarmi, Jakob Sternby, Ikram Ullah | Published: 2022-07-22
モデル性能評価
検出手法の分析
通信解析

Privacy and Transparency in Graph Machine Learning: A Unified Perspective

Authors: Megha Khosla | Published: 2022-07-22 | Updated: 2022-10-19
グラフ機械学習の説明可能性
プライバシー分類
ポイズニング

Careful What You Wish For: on the Extraction of Adversarially Trained Models

Authors: Kacem Khaled, Gabriela Nicolescu, Felipe Gohring de Magalhães | Published: 2022-07-21
ポイズニング
攻撃手法
敵対的サンプル

One-vs-the-Rest Loss to Focus on Important Samples in Adversarial Training

Authors: Sekitoshi Kanai, Shin'ya Yamaguchi, Masanori Yamada, Hiroshi Takahashi, Kentaro Ohno, Yasutoshi Ida | Published: 2022-07-21 | Updated: 2023-04-26
敵対的サンプル
適応型敵対的訓練
難易度の高いサンプル

Digital Twin-based Intrusion Detection for Industrial Control Systems

Authors: Seba Anna Varghese, Alireza Dehlaghi Ghadim, Ali Balador, Zahra Alimadadi, Panos Papadimitratos | Published: 2022-07-20
MLベースのIDS
フレームワーク
攻撃手法

FedNet2Net: Saving Communication and Computations in Federated Learning with Model Growing

Authors: Amit Kumar Kundu, Joseph Jaja | Published: 2022-07-19
アルゴリズム設計
パラメータ調整
モデルの設計や精度

Assaying Out-Of-Distribution Generalization in Transfer Learning

Authors: Florian Wenzel, Andrea Dittadi, Peter Vincent Gehler, Carl-Johann Simon-Gabriel, Max Horn, Dominik Zietlow, David Kernert, Chris Russell, Thomas Brox, Bernt Schiele, Bernhard Schölkopf, Francesco Locatello | Published: 2022-07-19 | Updated: 2022-10-21
トレーニングデータ生成
モデルの設計や精度
統計的手法

IDPS Signature Classification with a Reject Option and the Incorporation of Expert Knowledge

Authors: Hidetoshi Kawaguchi, Yuichi Nakatani, Shogo Okada | Published: 2022-07-19
セキュリティ分析
専門家の意見収集
特徴重要度分析

MUD-PQFed: Towards Malicious User Detection in Privacy-Preserving Quantized Federated Learning

Authors: Hua Ma, Qun Li, Yifeng Zheng, Zhi Zhang, Xiaoning Liu, Yansong Gao, Said F. Al-Sarawi, Derek Abbott | Published: 2022-07-19
DFLに対する攻撃手法
プライバシー保護技術
ポイズニング

FLAIR: Federated Learning Annotated Image Repository

Authors: Congzheng Song, Filip Granqvist, Kunal Talwar | Published: 2022-07-18
データの起源と変遷
技術の新興性評価
階層的分類手法