Differential Privacy

Unifying Re-Identification, Attribute Inference, and Data Reconstruction Risks in Differential Privacy

Authors: Bogdan Kulynych, Juan Felipe Gomez, Georgios Kaissis, Jamie Hayes, Borja Balle, Flavio du Pin Calmon, Jean Louis Raisaro | Published: 2025-07-09
Privacy Risk Management
Risk Management
Differential Privacy
2025.07.09 2025.07.11
Literature Database

Efficient Unlearning with Privacy Guarantees

Authors: Josep Domingo-Ferrer, Najeeb Jebreel, David Sánchez | Published: 2025-07-07
Privacy Violation
Machine learning
Differential Privacy
2025.07.07 2025.07.09
Literature Database

Tuning without Peeking: Provable Privacy and Generalization Bounds for LLM Post-Training

Authors: Ismail Labiad, Mathurin Videau, Matthieu Kowalski, Marc Schoenauer, Alessandro Leite, Julia Kempe, Olivier Teytaud | Published: 2025-07-02
RAG
Privacy Assurance
Differential Privacy
2025.07.02 2025.07.04
Literature Database

Machine Learning with Privacy for Protected Attributes

Authors: Saeed Mahloujifar, Chuan Guo, G. Edward Suh, Kamalika Chaudhuri | Published: 2025-06-24
プライバシーと最適化
Privacy-Preserving Data Mining
Differential Privacy
2025.06.24 2025.06.26
Literature Database

Learning Obfuscations Of LLM Embedding Sequences: Stained Glass Transform

Authors: Jay Roberts, Kyle Mylonakis, Sidhartha Roy, Kaan Kale | Published: 2025-06-11
Privacy Enhancing Technology
Differential Privacy
情報理論的関係
2025.06.11 2025.06.13
Literature Database

Differentially Private Distribution Release of Gaussian Mixture Models via KL-Divergence Minimization

Authors: Hang Liu, Anna Scaglione, Sean Peisert | Published: 2025-06-04
Anonymization Technology
Differential Privacy
Optimization Problem
2025.06.04 2025.06.06
Literature Database

Differential Privacy Analysis of Decentralized Gossip Averaging under Varying Threat Models

Authors: Antti Koskela, Tejas Kulkarni | Published: 2025-05-26
Privacy Issues
Differential Privacy
Watermarking Technology
2025.05.26 2025.05.28
Literature Database

Verifying Differentially Private Median Estimation

Authors: Hyukjun Kwon, Chenglin Fan | Published: 2025-05-22
Privacy Assessment
Efficient Proof System
Differential Privacy
2025.05.22 2025.05.28
Literature Database

Securing Genomic Data Against Inference Attacks in Federated Learning Environments

Authors: Chetan Pathade, Shubham Patil | Published: 2025-05-12
Privacy Design Principles
Attribute Disclosure Risk
Differential Privacy
2025.05.12 2025.05.28
Literature Database

Bilateral Differentially Private Vertical Federated Boosted Decision Trees

Authors: Bokang Zhang, Zhikun Zhang, Haodong Jiang, Yang Liu, Lihao Zheng, Yuxiao Zhou, Shuaiting Huang, Junfeng Wu | Published: 2025-04-30
Privacy Risk Management
Differential Privacy
Watermark Design
2025.04.30 2025.05.27
Literature Database
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