Training Set Reconstruction from Differentially Private Forests: How Effective is DP?
Authors: Alice Gorgé, Julien Ferry, Sébastien Gambs, Thibaut Vidal | Published: 2025-02-07 | Updated: 2025-07-08
Differential Privacy
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
Optimizing Privacy-Utility Trade-off in Decentralized Learning with Generalized Correlated Noise
Authors: Angelo Rodio, Zheng Chen, Erik G. Larsson | Published: 2025-01-24 | Updated: 2025-07-23
Reconciling Privacy and Explainability in High-Stakes: A Systematic Inquiry
Authors: Supriya Manna, Niladri Sett | Published: 2024-12-30 | Updated: 2025-05-22
PrivDiffuser: Privacy-Guided Diffusion Model for Data Obfuscation in Sensor Networks
Authors: Xin Yang, Omid Ardakanian | Published: 2024-12-19 | Updated: 2025-08-05
Protecting Confidentiality, Privacy and Integrity in Collaborative Learning
Authors: Dong Chen, Alice Dethise, Istemi Ekin Akkus, Ivica Rimac, Klaus Satzke, Antti Koskela, Marco Canini, Wei Wang, Ruichuan Chen | Published: 2024-12-11 | Updated: 2025-04-17
DP-2Stage: Adapting Language Models as Differentially Private Tabular Data Generators
Authors: Tejumade Afonja, Hui-Po Wang, Raouf Kerkouche, Mario Fritz | Published: 2024-12-03 | Updated: 2025-04-29
Free Record-Level Privacy Risk Evaluation Through Artifact-Based Methods
Authors: Joseph Pollock, Igor Shilov, Euodia Dodd, Yves-Alexandre de Montjoye | Published: 2024-11-08 | Updated: 2025-06-12
Model-based Large Language Model Customization as Service
Authors: Zhaomin Wu, Jizhou Guo, Junyi Hou, Bingsheng He, Lixin Fan, Qiang Yang | Published: 2024-10-14 | Updated: 2025-05-22
Explainable Differential Privacy-Hyperdimensional Computing for Balancing Privacy and Transparency in Additive Manufacturing Monitoring
Authors: Fardin Jalil Piran, Prathyush P. Poduval, Hamza Errahmouni Barkam, Mohsen Imani, Farhad Imani | Published: 2024-07-09 | Updated: 2025-03-17