AIセキュリティポータルbot

Federated Learning from Pre-Trained Models: A Contrastive Learning Approach

Authors: Yue Tan, Guodong Long, Jie Ma, Lu Liu, Tianyi Zhou, Jing Jiang | Published: 2022-09-21
フレームワーク
ポイズニング
学習の改善

Generate rather than Retrieve: Large Language Models are Strong Context Generators

Authors: Wenhao Yu, Dan Iter, Shuohang Wang, Yichong Xu, Mingxuan Ju, Soumya Sanyal, Chenguang Zhu, Michael Zeng, Meng Jiang | Published: 2022-09-21 | Updated: 2023-01-25
RAG
データ生成手法
知識抽出手法

Audit and Improve Robustness of Private Neural Networks on Encrypted Data

Authors: Jiaqi Xue, Lei Xu, Lin Chen, Weidong Shi, Kaidi Xu, Qian Lou | Published: 2022-09-20
DNN IP保護手法
プライバシー手法

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