モデル性能評価

IoTGeM: Generalizable Models for Behaviour-Based IoT Attack Detection

Authors: Kahraman Kostas, Mike Just, Michael A. Lones | Published: 2023-10-17
モデル性能評価
時間に関連する特徴
特徴選択手法

Demystifying Poisoning Backdoor Attacks from a Statistical Perspective

Authors: Ganghua Wang, Xun Xian, Jayanth Srinivasa, Ashish Kundu, Xuan Bi, Mingyi Hong, Jie Ding | Published: 2023-10-16 | Updated: 2023-10-18
ポイズニング
モデル性能評価
収束特性

A Comprehensive Study of Privacy Risks in Curriculum Learning

Authors: Joann Qiongna Chen, Xinlei He, Zheng Li, Yang Zhang, Zhou Li | Published: 2023-10-16
メンバーシップ推論
モデル性能評価
攻撃手法

Enhancing ML-Based DoS Attack Detection Through Combinatorial Fusion Analysis

Authors: Evans Owusu, Mohamed Rahouti, D. Frank Hsu, Kaiqi Xiong, Yufeng Xin | Published: 2023-10-02
DoS対策
スタッキングモデル
モデル性能評価

Unbiased Watermark for Large Language Models

Authors: Zhengmian Hu, Lichang Chen, Xidong Wu, Yihan Wu, Hongyang Zhang, Heng Huang | Published: 2023-09-22 | Updated: 2023-10-18
ウォーターマーキング
モデル性能評価
統計的仮説検定

AutoReP: Automatic ReLU Replacement for Fast Private Network Inference

Authors: Hongwu Peng, Shaoyi Huang, Tong Zhou, Yukui Luo, Chenghong Wang, Zigeng Wang, Jiahui Zhao, Xi Xie, Ang Li, Tony Geng, Kaleel Mahmood, Wujie Wen, Xiaolin Xu, Caiwen Ding | Published: 2023-08-20
MPCアルゴリズム
モデル性能評価
最適化手法

Attesting Distributional Properties of Training Data for Machine Learning

Authors: Vasisht Duddu, Anudeep Das, Nora Khayata, Hossein Yalame, Thomas Schneider, N. Asokan | Published: 2023-08-18 | Updated: 2024-04-09
セキュリティ保証
モデル性能評価
ロバスト性に関する評価

Intrusion Detection based on Federated Learning: a systematic review

Authors: Jose L. Hernandez-Ramos, Georgios Karopoulos, Efstratios Chatzoglou, Vasileios Kouliaridis, Enrique Marmol, Aurora Gonzalez-Vidal, Georgios Kambourakis | Published: 2023-08-18
モデル性能評価
侵入検知システム
連合学習

A Graph-based Stratified Sampling Methodology for the Analysis of (Underground) Forums

Authors: Giorgio Di Tizio, Gilberto Atondo Siu, Alice Hutchings, Fabio Massacci | Published: 2023-08-18
データ収集
モデル性能評価
機械学習技術

Test-Time Poisoning Attacks Against Test-Time Adaptation Models

Authors: Tianshuo Cong, Xinlei He, Yun Shen, Yang Zhang | Published: 2023-08-16
ポイズニング
モデル性能評価
攻撃の評価