文献データベース

Statement-Level Vulnerability Detection: Learning Vulnerability Patterns Through Information Theory and Contrastive Learning

Authors: Van Nguyen, Trung Le, Chakkrit Tantithamthavorn, Michael Fu, John Grundy, Hung Nguyen, Seyit Camtepe, Paul Quirk, Dinh Phung | Published: 2022-09-20 | Updated: 2024-06-12
モデル性能評価
学習の改善
脆弱性回避手法

Cross Project Software Vulnerability Detection via Domain Adaptation and Max-Margin Principle

Authors: Van Nguyen, Trung Le, Chakkrit Tantithamthavorn, John Grundy, Hung Nguyen, Dinh Phung | Published: 2022-09-19
モデル性能評価
学習の改善
性能評価

Distribution inference risks: Identifying and mitigating sources of leakage

Authors: Valentin Hartmann, Léo Meynent, Maxime Peyrard, Dimitrios Dimitriadis, Shruti Tople, Robert West | Published: 2022-09-18
データ漏洩
メンバーシップ推論
情報漏洩の原因

Hierarchical fuzzy neural networks with privacy preservation for heterogeneous big data

Authors: Leijie Zhang, Ye Shi, Yu-Cheng Chang, Chin-Teng Lin | Published: 2022-09-18
アルゴリズム
モデルアーキテクチャ
階層的分類手法

Characterizing Internal Evasion Attacks in Federated Learning

Authors: Taejin Kim, Shubhranshu Singh, Nikhil Madaan, Carlee Joe-Wong | Published: 2022-09-17 | Updated: 2023-10-21
ポイズニング
敵対的攻撃
適応型敵対的訓練

A Secure Healthcare 5.0 System Based on Blockchain Technology Entangled with Federated Learning Technique

Authors: Abdur Rehman, Sagheer Abbas, M. A. Khan, Taher M. Ghazal, Khan Muhammad Adnan, Amir Mosavi | Published: 2022-09-16
ブロックチェーン技術
モデル性能評価
医療モニタリングシステム

IoT Data Analytics in Dynamic Environments: From An Automated Machine Learning Perspective

Authors: Li Yang, Abdallah Shami | Published: 2022-09-16
IoTデータ分析タスク
アルゴリズム
学習の改善

Dataset Inference for Self-Supervised Models

Authors: Adam Dziedzic, Haonan Duan, Muhammad Ahmad Kaleem, Nikita Dhawan, Jonas Guan, Yannis Cattan, Franziska Boenisch, Nicolas Papernot | Published: 2022-09-16 | Updated: 2023-01-13
ポイズニング
メンバーシップ推論
モデル抽出攻撃

Privacy-Preserving Distributed Expectation Maximization for Gaussian Mixture Model using Subspace Perturbation

Authors: Qiongxiu Li, Jaron Skovsted Gundersen, Katrine Tjell, Rafal Wisniewski, Mads Græsbøll Christensen | Published: 2022-09-16
プライバシー分析
モデル設計
多者計算

M^4I: Multi-modal Models Membership Inference

Authors: Pingyi Hu, Zihan Wang, Ruoxi Sun, Hu Wang, Minhui Xue | Published: 2022-09-15
プライバシー分析
モデル設計
深層学習手法