AIセキュリティポータルbot

HashVFL: Defending Against Data Reconstruction Attacks in Vertical Federated Learning

Authors: Pengyu Qiu, Xuhong Zhang, Shouling Ji, Chong Fu, Xing Yang, Ting Wang | Published: 2022-12-01 | Updated: 2024-01-22
ウォーターマーキング
プライバシー保護手法
再構築耐久性

Hijack Vertical Federated Learning Models As One Party

Authors: Pengyu Qiu, Xuhong Zhang, Shouling Ji, Changjiang Li, Yuwen Pu, Xing Yang, Ting Wang | Published: 2022-12-01 | Updated: 2024-02-16
敵対的サンプル
最適化問題
未ターゲット毒性攻撃

Tight Certification of Adversarially Trained Neural Networks via Nonconvex Low-Rank Semidefinite Relaxations

Authors: Hong-Ming Chiu, Richard Y. Zhang | Published: 2022-11-30 | Updated: 2023-06-14
ウォーターマーキング
最適化問題
最適化手法

Targets in Reinforcement Learning to solve Stackelberg Security Games

Authors: Saptarashmi Bandyopadhyay, Chenqi Zhu, Philip Daniel, Joshua Morrison, Ethan Shay, John Dickerson | Published: 2022-11-30
アルゴリズム設計
スタッキングモデル
セキュリティ保証

Traditional Classification Neural Networks are Good Generators: They are Competitive with DDPMs and GANs

Authors: Guangrun Wang, Philip H. S. Torr | Published: 2022-11-27 | Updated: 2022-12-08
ウォーターマーキング
最適化問題
最適化手法

SoK: Secure Human-centered Wireless Sensing

Authors: Wei Sun, Tingjun Chen, Neil Gong | Published: 2022-11-22 | Updated: 2024-03-09
プライバシー保護手法
信号解析
無線チャネル検出

Privacy in Practice: Private COVID-19 Detection in X-Ray Images (Extended Version)

Authors: Lucas Lange, Maja Schneider, Peter Christen, Erhard Rahm | Published: 2022-11-21 | Updated: 2023-04-26
クラス不均衡
プライバシー保護手法
メンバーシップ開示リスク

Diffusion Denoising Process for Perceptron Bias in Out-of-distribution Detection

Authors: Luping Liu, Yi Ren, Xize Cheng, Rongjie Huang, Chongxuan Li, Zhou Zhao | Published: 2022-11-21 | Updated: 2023-06-04
バイアス
最適化手法
画像特徴抽出

On the Alignment of Group Fairness with Attribute Privacy

Authors: Jan Aalmoes, Vasisht Duddu, Antoine Boutet | Published: 2022-11-18 | Updated: 2024-03-05
バイアス
プライバシー保護手法
プライバシー評価

Data-Adaptive Discriminative Feature Localization with Statistically Guaranteed Interpretation

Authors: Ben Dai, Xiaotong Shen, Lin Yee Chen, Chunlin Li, Wei Pan | Published: 2022-11-18
最適化手法
画像特徴抽出
統計的検定