AIセキュリティポータルbot

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
Class Imbalance
Privacy Protection Method
Membership Disclosure Risk

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
Bias
Optimization Methods
Image Feature Extraction

On the Alignment of Group Fairness with Attribute Privacy

Authors: Jan Aalmoes, Vasisht Duddu, Antoine Boutet | Published: 2022-11-18 | Updated: 2024-03-05
Bias
Privacy Protection Method
Privacy Assessment

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
Optimization Methods
Image Feature Extraction
Statistical Testing

Differentially Private Optimizers Can Learn Adversarially Robust Models

Authors: Yuan Zhang, Zhiqi Bu | Published: 2022-11-16 | Updated: 2023-11-21
Privacy Protection Method
Optimization Methods

Multi-Player Bandits Robust to Adversarial Collisions

Authors: Shivakumar Mahesh, Anshuka Rangi, Haifeng Xu, Long Tran-Thanh | Published: 2022-11-15
Algorithm Design
Attack Method
Optimization Methods

FedTracker: Furnishing Ownership Verification and Traceability for Federated Learning Model

Authors: Shuo Shao, Wenyuan Yang, Hanlin Gu, Zhan Qin, Lixin Fan, Qiang Yang, Kui Ren | Published: 2022-11-14 | Updated: 2024-03-02
DNN IP Protection Method
Watermarking
Malicious Client

FedRule: Federated Rule Recommendation System with Graph Neural Networks

Authors: Yuhang Yao, Mohammad Mahdi Kamani, Zhongwei Cheng, Lin Chen, Carlee Joe-Wong, Tianqiang Liu | Published: 2022-11-13
Graph Neural Network
Privacy Protection Method
Optimization Methods

Provable Membership Inference Privacy

Authors: Zachary Izzo, Jinsung Yoon, Sercan O. Arik, James Zou | Published: 2022-11-12
Privacy Protection Method
Privacy Assessment
Membership Disclosure Risk

Multi-Epoch Matrix Factorization Mechanisms for Private Machine Learning

Authors: Christopher A. Choquette-Choo, H. Brendan McMahan, Keith Rush, Abhradeep Thakurta | Published: 2022-11-12 | Updated: 2023-06-08
Privacy Protection Method
Optimization Methods