AIセキュリティポータルbot

A Generative Framework for Low-Cost Result Validation of Machine Learning-as-a-Service Inference

Authors: Abhinav Kumar, Miguel A. Guirao Aguilera, Reza Tourani, Satyajayant Misra | Published: 2023-03-31 | Updated: 2024-04-25
DNN IP保護手法
攻撃検出
適応型敵対的訓練

Have it your way: Individualized Privacy Assignment for DP-SGD

Authors: Franziska Boenisch, Christopher Mühl, Adam Dziedzic, Roy Rinberg, Nicolas Papernot | Published: 2023-03-29 | Updated: 2024-01-19
カスタマイズ手法
プライバシー保護手法
プライバシー評価

Protecting Federated Learning from Extreme Model Poisoning Attacks via Multidimensional Time Series Anomaly Detection

Authors: Edoardo Gabrielli, Dimitri Belli, Zoe Matrullo, Vittorio Miori, Gabriele Tolomei | Published: 2023-03-29 | Updated: 2024-12-02
データ汚染検出
ポイズニング
収束特性

Targeted Adversarial Attacks on Wind Power Forecasts

Authors: René Heinrich, Christoph Scholz, Stephan Vogt, Malte Lehna | Published: 2023-03-29 | Updated: 2023-08-17
DNN IP保護手法
攻撃パターン抽出
気候データ収集

On the Query Complexity of Training Data Reconstruction in Private Learning

Authors: Prateeti Mukherjee, Satya Lokam | Published: 2023-03-29 | Updated: 2024-01-11
プライバシー保護手法
プライバシー分析
プライバシー評価

Oracle Counterpoint: Relationships between On-chain and Off-chain Market Data

Authors: Zhimeng Yang, Ariah Klages-Mundt, Lewis Gudgeon | Published: 2023-03-28 | Updated: 2023-07-27
ブロックチェーン経済学
取引の利益やパフォーマンス
取引の流れ

A Survey on Malware Detection with Graph Representation Learning

Authors: Tristan Bilot, Nour El Madhoun, Khaldoun Al Agha, Anis Zouaoui | Published: 2023-03-28 | Updated: 2023-08-17
グラフ埋め込み
ポイズニング
マルウェア分類

Clustered Federated Learning Architecture for Network Anomaly Detection in Large Scale Heterogeneous IoT Networks

Authors: Xabier Sáez-de-Cámara, Jose Luis Flores, Cristóbal Arellano, Aitor Urbieta, Urko Zurutuza | Published: 2023-03-28 | Updated: 2023-07-27
クライアントクラスタリング
クラスタリング手法
性能評価

Machine-learned Adversarial Attacks against Fault Prediction Systems in Smart Electrical Grids

Authors: Carmelo Ardito, Yashar Deldjoo, Tommaso Di Noia, Eugenio Di Sciascio, Fatemeh Nazary, Giovanni Servedio | Published: 2023-03-28 | Updated: 2024-01-30
サイバーセキュリティの自動化
敵対的サンプル
機械学習技術

MGTBench: Benchmarking Machine-Generated Text Detection

Authors: Xinlei He, Xinyue Shen, Zeyuan Chen, Michael Backes, Yang Zhang | Published: 2023-03-26 | Updated: 2024-01-16
MGT検出手法
プロンプトインジェクション
性能評価