Information-Theoretic Evaluation

Privacy Amplification by Structured Subsampling for Deep Differentially Private Time Series Forecasting

Authors: Jan Schuchardt, Mina Dalirrooyfard, Jed Guzelkabaagac, Anderson Schneider, Yuriy Nevmyvaka, Stephan Günnemann | Published: 2025-02-04 | Updated: 2025-05-29
Privacy Analysis
Differential Privacy
Information-Theoretic Evaluation
2025.02.04 2025.05.31
Literature Database

Information Theoretic Evaluation of Privacy-Leakage, Interpretability, and Transferability for Trustworthy AI

Authors: Mohit Kumar, Bernhard A. Moser, Lukas Fischer, Bernhard Freudenthaler | Published: 2021-06-06 | Updated: 2022-04-12
Data Leakage
Privacy Enhancing Technology
Information-Theoretic Evaluation
2021.06.06 2025.05.28
Literature Database

On Privacy and Confidentiality of Communications in Organizational Graphs

Authors: Masoumeh Shafieinejad, Huseyin Inan, Marcello Hasegawa, Robert Sim | Published: 2021-05-27
Privacy Protection Method
Information-Theoretic Evaluation
Vulnerability Assessment Method
2021.05.27 2025.05.28
Literature Database

Privacy Amplification Via Bernoulli Sampling

Authors: Jacob Imola, Kamalika Chaudhuri | Published: 2021-05-21 | Updated: 2021-10-18
Privacy Protection Method
Information-Theoretic Evaluation
Optimization Methods
2021.05.21 2025.05.28
Literature Database

Graph Information Bottleneck

Authors: Tailin Wu, Hongyu Ren, Pan Li, Jure Leskovec | Published: 2020-10-24
Future Research
Information-Theoretic Evaluation
Machine Learning Algorithm
2020.10.24 2025.05.28
Literature Database

On the Intrinsic Differential Privacy of Bagging

Authors: Hongbin Liu, Jinyuan Jia, Neil Zhenqiang Gong | Published: 2020-08-22
Data Generation
Information-Theoretic Evaluation
Machine Learning Algorithm
2020.08.22 2025.05.28
Literature Database

Decentralized Differentially Private Segmentation with PATE

Authors: Dominik Fay, Jens Sjölund, Tobias J. Oechtering | Published: 2020-04-10
Information-Theoretic Evaluation
Deep Learning
Image Feature Extraction
2020.04.10 2025.05.28
Literature Database

Quantifying the Privacy Risks of Learning High-Dimensional Graphical Models

Authors: Sasi Kumar Murakonda, Reza Shokri, George Theodorakopoulos | Published: 2019-05-29 | Updated: 2021-02-17
Privacy Enhancing Technology
Membership Inference
Information-Theoretic Evaluation
2019.05.29 2025.05.28
Literature Database

The Secret Sharer: Evaluating and Testing Unintended Memorization in Neural Networks

Authors: Nicholas Carlini, Chang Liu, Úlfar Erlingsson, Jernej Kos, Dawn Song | Published: 2018-02-22 | Updated: 2019-07-16
Privacy Protection Mechanism
Differential Privacy
Information-Theoretic Evaluation
2018.02.22 2025.05.28
Literature Database