AIセキュリティポータルbot

Revisiting IoT Device Identification

Authors: Roman Kolcun, Diana Andreea Popescu, Vadim Safronov, Poonam Yadav, Anna Maria Mandalari, Richard Mortier, Hamed Haddadi | Published: 2021-07-16
ユーザ行動分析
機械学習手法
適応型再訓練メカニズム

Towards Quantifying the Carbon Emissions of Differentially Private Machine Learning

Authors: Rakshit Naidu, Harshita Diddee, Ajinkya Mulay, Aleti Vardhan, Krithika Ramesh, Ahmed Zamzam | Published: 2021-07-14
プライバシー保護メカニズム
機械学習の役割
環境の複雑性

On the impossibility of non-trivial accuracy under fairness constraints

Authors: Carlos Pinzón, Catuscia Palamidessi, Pablo Piantanida, Frank Valencia | Published: 2021-07-14 | Updated: 2021-11-23
データプライバシー評価
モデルの設計や精度
評価指標

Feature Shift Detection: Localizing Which Features Have Shifted via Conditional Distribution Tests

Authors: Sean Kulinski, Saurabh Bagchi, David I. Inouye | Published: 2021-07-14
データ汚染検出
概念ドリフト
統計的検定

OmniLytics: A Blockchain-based Secure Data Market for Decentralized Machine Learning

Authors: Jiacheng Liang, Songze Li, Bochuan Cao, Wensi Jiang, Chaoyang He | Published: 2021-07-12 | Updated: 2021-11-15
ビザンチン耐性
機械学習手法
連合学習

Deep Transfer Learning Based Intrusion Detection System for Electric Vehicular Networks

Authors: Sk. Tanzir Mehedi, Adnan Anwar, Ziaur Rahman, Kawsar Ahmed | Published: 2021-07-12
MLベースのIDS
モデルの設計や精度
自動車ネットワークセキュリティ

Stateful Detection of Model Extraction Attacks

Authors: Soham Pal, Yash Gupta, Aditya Kanade, Shirish Shevade | Published: 2021-07-12
データセット生成
データ抽出と分析
モデル抽出攻撃

Attack Rules: An Adversarial Approach to Generate Attacks for Industrial Control Systems using Machine Learning

Authors: Muhammad Azmi Umer, Chuadhry Mujeeb Ahmed, Muhammad Taha Jilani, Aditya P. Mathur | Published: 2021-07-11
データセット生成
データフロー解析
攻撃シナリオ分析

Adversarial for Good? How the Adversarial ML Community’s Values Impede Socially Beneficial Uses of Attacks

Authors: Kendra Albert, Maggie Delano, Bogdan Kulynych, Ram Shankar Siva Kumar | Published: 2021-07-11 | Updated: 2021-09-15
倫理的考慮
機械学習の役割
社会的影響

Hack The Box: Fooling Deep Learning Abstraction-Based Monitors

Authors: Sara Hajj Ibrahim, Mohamed Nassar | Published: 2021-07-10 | Updated: 2021-07-18
攻撃シナリオ分析
敵対的サンプル
敵対的サンプルの脆弱性