プライバシー保護技術

Understanding Reconstruction Attacks with the Neural Tangent Kernel and Dataset Distillation

Authors: Noel Loo, Ramin Hasani, Mathias Lechner, Alexander Amini, Daniela Rus | Published: 2023-02-02 | Updated: 2023-11-09
プライバシー保護技術
モデル性能評価
再構築耐久性

On the Efficacy of Differentially Private Few-shot Image Classification

Authors: Marlon Tobaben, Aliaksandra Shysheya, John Bronskill, Andrew Paverd, Shruti Tople, Santiago Zanella-Beguelin, Richard E Turner, Antti Honkela | Published: 2023-02-02 | Updated: 2023-12-19
Few-Shot Learning
プライバシー保護技術
モデル性能評価

Privacy Preserving Ultra-Short-term Wind Power Prediction Based on Secure Multi Party Computation

Authors: Hang Fan, Xiaoyu Fan, Tianyi Hao, Wei Wei, Kun Chen, Guosai Wang, Xiaofeng Jia, Yidong Li, Wei Xu | Published: 2023-01-31
プライバシー保護技術
参加者選択手法
決定木

Practical Differentially Private Hyperparameter Tuning with Subsampling

Authors: Antti Koskela, Tejas Kulkarni | Published: 2023-01-27 | Updated: 2024-02-13
ウォーターマーキング
プライバシー保護技術
最適化問題

Split Ways: Privacy-Preserving Training of Encrypted Data Using Split Learning

Authors: Tanveer Khan, Khoa Nguyen, Antonis Michalas | Published: 2023-01-20
DNN IP保護手法
FLとHEの統合
プライバシー保護技術

Universal Neural-Cracking-Machines: Self-Configurable Password Models from Auxiliary Data

Authors: Dario Pasquini, Giuseppe Ateniese, Carmela Troncoso | Published: 2023-01-18 | Updated: 2024-03-13
プライバシー保護技術
ユーザー認証システム
自己注意メカニズム

Command Line Interface Risk Modeling

Authors: Dr Anthony L. Faulds | Published: 2023-01-17
プライバシー保護技術
モデル性能評価
特徴重要度分析

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

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