文献データベース

Reconstructing Individual Data Points in Federated Learning Hardened with Differential Privacy and Secure Aggregation

Authors: Franziska Boenisch, Adam Dziedzic, Roei Schuster, Ali Shahin Shamsabadi, Ilia Shumailov, Nicolas Papernot | Published: 2023-01-09 | Updated: 2023-04-12
DNN IP保護手法
プライバシー保護技術
ポイズニング

Efficient Attack Detection in IoT Devices using Feature Engineering-Less Machine Learning

Authors: Arshiya Khan, Chase Cotton | Published: 2023-01-09
IoTデバイス識別
プロンプトインジェクション
悪意のあるパッケージ検出

Negative Results of Fusing Code and Documentation for Learning to Accurately Identify Sensitive Source and Sink Methods An Application to the Android Framework for Data Leak Detection

Authors: Jordan Samhi, Maria Kober, Abdoul Kader Kabore, Steven Arzt, Tegawendé F. Bissyandé, Jacques Klein | Published: 2023-01-09 | Updated: 2023-01-11
データプライバシー評価
プライバシー保護技術
プログラム解析

Introducing Model Inversion Attacks on Automatic Speaker Recognition

Authors: Karla Pizzi, Franziska Boenisch, Ugur Sahin, Konstantin Böttinger | Published: 2023-01-09
プライバシー保護技術
メンバーシップ推論
音声合成技術

IronForge: An Open, Secure, Fair, Decentralized Federated Learning

Authors: Guangsheng Yu, Xu Wang, Caijun Sun, Qin Wang, Ping Yu, Wei Ni, Ren Ping Liu, Xiwei Xu | Published: 2023-01-07
プライバシー保護技術
プロンプトインジェクション
報酬メカニズム設計

Linear and non-linear machine learning attacks on physical unclonable functions

Authors: Michael Lachner | Published: 2023-01-06
ウォーターマーキング
ポイズニング
光学PUFの原理

TrojanPuzzle: Covertly Poisoning Code-Suggestion Models

Authors: Hojjat Aghakhani, Wei Dai, Andre Manoel, Xavier Fernandes, Anant Kharkar, Christopher Kruegel, Giovanni Vigna, David Evans, Ben Zorn, Robert Sim | Published: 2023-01-06 | Updated: 2024-01-24
バックドア攻撃
ポイズニング
攻撃手法

DRL-GAN: A Hybrid Approach for Binary and Multiclass Network Intrusion Detection

Authors: Caroline Strickland, Chandrika Saha, Muhammad Zakar, Sareh Nejad, Noshin Tasnim, Daniel Lizotte, Anwar Haque | Published: 2023-01-05
DoS攻撃
トレーニングデータ生成
深層強化学習

Enhancement attacks in biomedical machine learning

Authors: Matthew Rosenblatt, Javid Dadashkarimi, Dustin Scheinost | Published: 2023-01-05 | Updated: 2023-08-16
医療画像分析
学習の改善
最適化手法

Privacy and Efficiency of Communications in Federated Split Learning

Authors: Zongshun Zhang, Andrea Pinto, Valeria Turina, Flavio Esposito, Ibrahim Matta | Published: 2023-01-04 | Updated: 2023-01-07
DNN IP保護手法
プライバシー保護技術
最適化手法