文献データベース

Towards a Fair Comparison and Realistic Evaluation Framework of Android Malware Detectors based on Static Analysis and Machine Learning

Authors: Borja Molina-Coronado, Usue Mori, Alexander Mendiburu, Jose Miguel-Alonso | Published: 2022-05-25 | Updated: 2022-10-06
データセット評価
マルウェア検出手法
静的分析

Additive Logistic Mechanism for Privacy-Preserving Self-Supervised Learning

Authors: Yunhao Yang, Parham Gohari, Ufuk Topcu | Published: 2022-05-25
プライバシー手法
プライバシー評価
関数の定義

Differentially Private AUC Computation in Vertical Federated Learning

Authors: Jiankai Sun, Xin Yang, Yuanshun Yao, Junyuan Xie, Di Wu, Chong Wang | Published: 2022-05-24
クライアントサイドコンポーネント
データ収集
透かし評価

Toxicity Detection with Generative Prompt-based Inference

Authors: Yau-Shian Wang, Yingshan Chang | Published: 2022-05-24
プロンプティング戦略
出力の有害度の算出
大規模言語モデル

Fast & Furious: Modelling Malware Detection as Evolving Data Streams

Authors: Fabrício Ceschin, Marcus Botacin, Heitor Murilo Gomes, Felipe Pinagé, Luiz S. Oliveira, André Grégio | Published: 2022-05-24 | Updated: 2022-08-16
データ収集
マルウェア検出
概念ドリフト

EBM Life Cycle: MCMC Strategies for Synthesis, Defense, and Density Modeling

Authors: Mitch Hill, Jonathan Mitchell, Chu Chen, Yuan Du, Mubarak Shah, Song-Chun Zhu | Published: 2022-05-24
トレーニングデータ生成
将来の研究
敵対的サンプル

Process Mining Algorithm for Online Intrusion Detection System

Authors: Yinzheng Zhong, John Y. Goulermas, Alexei Lisitsa | Published: 2022-05-24
データ収集
ネットワーク脅威検出
攻撃タイプ

PrivFairFL: Privacy-Preserving Group Fairness in Federated Learning

Authors: Sikha Pentyala, Nicola Neophytou, Anderson Nascimento, Martine De Cock, Golnoosh Farnadi | Published: 2022-05-23 | Updated: 2022-08-26
プライバシー手法
公平性評価
統計的手法

FedSA: Accelerating Intrusion Detection in Collaborative Environments with Federated Simulated Annealing

Authors: Helio N. Cunha Neto, Ivana Dusparic, Diogo M. F. Mattos, Natalia C. Fernandes | Published: 2022-05-23
収束特性
性能評価指標
損失関数

Robust Quantity-Aware Aggregation for Federated Learning

Authors: Jingwei Yi, Fangzhao Wu, Huishuai Zhang, Bin Zhu, Tao Qi, Guangzhong Sun, Xing Xie | Published: 2022-05-22 | Updated: 2023-07-26
DFLに対する攻撃手法
セキュアアグリゲーション
ロバスト性評価