データプライバシー評価

GraphGuard: Detecting and Counteracting Training Data Misuse in Graph Neural Networks

Authors: Bang Wu, He Zhang, Xiangwen Yang, Shuo Wang, Minhui Xue, Shirui Pan, Xingliang Yuan | Published: 2023-12-13
GNN
データプライバシー評価
メンバーシップ推論

Does Differential Privacy Prevent Backdoor Attacks in Practice?

Authors: Fereshteh Razmi, Jian Lou, Li Xiong | Published: 2023-11-10
データプライバシー評価
トレードオフ分析
防御手法

Watermarking Vision-Language Pre-trained Models for Multi-modal Embedding as a Service

Authors: Yuanmin Tang, Jing Yu, Keke Gai, Xiangyan Qu, Yue Hu, Gang Xiong, Qi Wu | Published: 2023-11-10
データプライバシー評価
メンバーシップ推論
著作権トラップ

Balancing Transparency and Risk: The Security and Privacy Risks of Open-Source Machine Learning Models

Authors: Dominik Hintersdorf, Lukas Struppek, Kristian Kersting | Published: 2023-08-18
AIコンプライアンス
サイバーセキュリティ
データプライバシー評価

Accuracy Improvement in Differentially Private Logistic Regression: A Pre-training Approach

Authors: Mohammad Hoseinpour, Milad Hoseinpour, Ali Aghagolzadeh | Published: 2023-07-25 | Updated: 2024-02-12
データプライバシー評価
学習の改善

A Differentially Private Weighted Empirical Risk Minimization Procedure and its Application to Outcome Weighted Learning

Authors: Spencer Giddens, Yiwang Zhou, Kevin R. Krull, Tara M. Brinkman, Peter X. K. Song, Fang Liu | Published: 2023-07-24 | Updated: 2024-09-27
データプライバシー評価
医療データの透かし設定
最適化問題

Maximal Information Leakage from Quantum Encoding of Classical Data

Authors: Farhad Farokhi | Published: 2023-07-24 | Updated: 2024-01-02
データプライバシー評価
情報収集手法
量子暗号技術

The importance of feature preprocessing for differentially private linear optimization

Authors: Ziteng Sun, Ananda Theertha Suresh, Aditya Krishna Menon | Published: 2023-07-19 | Updated: 2024-02-19
サンプル複雑性
データプライバシー評価
最適化問題

Differentially Private One Permutation Hashing and Bin-wise Consistent Weighted Sampling

Authors: Xiaoyun Li, Ping Li | Published: 2023-06-13
データプライバシー評価
データ保護手法
プライバシー手法

“Private Prediction Strikes Back!” Private Kernelized Nearest Neighbors with Individual Renyi Filter

Authors: Yuqing Zhu, Xuandong Zhao, Chuan Guo, Yu-Xiang Wang | Published: 2023-06-12
データプライバシー評価
ハイパーパラメータ調整
プライバシー手法