AIセキュリティポータルbot

Overconfidence is a Dangerous Thing: Mitigating Membership Inference Attacks by Enforcing Less Confident Prediction

Authors: Zitao Chen, Karthik Pattabiraman | Published: 2023-07-04
セキュリティ保証
データ漏洩
メンバーシップ推論

Machine Learning-Based Intrusion Detection: Feature Selection versus Feature Extraction

Authors: Vu-Duc Ngo, Tuan-Cuong Vuong, Thien Van Luong, Hung Tran | Published: 2023-07-04
特徴抽出手法
特徴選択手法
計算効率

Learning to Prompt in the Classroom to Understand AI Limits: A pilot study

Authors: Emily Theophilou, Cansu Koyuturk, Mona Yavari, Sathya Bursic, Gregor Donabauer, Alessia Telari, Alessia Testa, Raffaele Boiano, Davinia Hernandez-Leo, Martin Ruskov, Davide Taibi, Alessandro Gabbiadini, Dimitri Ognibene | Published: 2023-07-04 | Updated: 2023-09-01
人工知能の役割
教育やフォローアップ
教育的アプローチ

Adversarial Learning in Real-World Fraud Detection: Challenges and Perspectives

Authors: Danele Lunghi, Alkis Simitsis, Olivier Caelen, Gianluca Bontempi | Published: 2023-07-03
敵対的サンプル
敵対的攻撃
脅威モデリング

Externally validating the IoTDevID device identification methodology using the CIC IoT 2022 Dataset

Authors: Kahraman Kostas, Mike Just, Michael A. Lones | Published: 2023-07-03
データセット生成
データ整合性制約
機械学習手法

Defending Against Poisoning Attacks in Federated Learning with Blockchain

Authors: Nanqing Dong, Zhipeng Wang, Jiahao Sun, Michael Kampffmeyer, William Knottenbelt, Eric Xing | Published: 2023-07-02 | Updated: 2024-03-12
ポイズニング
投票メカニズム
連合学習

New intelligent defense systems to reduce the risks of Selfish Mining and Double-Spending attacks using Learning Automata

Authors: Seyed Ardalan Ghoreishi, Mohammad Reza Meybodi | Published: 2023-07-02 | Updated: 2024-03-08
アルゴリズム設計
セキュリティ保証
強化学習環境

Classifying World War II Era Ciphers with Machine Learning

Authors: Brooke Dalton, Mark Stamp | Published: 2023-07-02 | Updated: 2023-08-30
ハイパーパラメータ調整
暗号技術の歴史
機械学習技術

Gradients Look Alike: Sensitivity is Often Overestimated in DP-SGD

Authors: Anvith Thudi, Hengrui Jia, Casey Meehan, Ilia Shumailov, Nicolas Papernot | Published: 2023-07-01 | Updated: 2024-07-16
セキュリティ保証
データの隠蔽
プライバシー分析

Provable Robust Watermarking for AI-Generated Text

Authors: Xuandong Zhao, Prabhanjan Ananth, Lei Li, Yu-Xiang Wang | Published: 2023-06-30 | Updated: 2023-10-13
テキストの摂動手法
生成AI向け電子透かし
透かし技術の堅牢性