Privacy Risk Management

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

PBa-LLM: Privacy- and Bias-aware NLP using Named-Entity Recognition (NER)

Authors: Gonzalo Mancera, Aythami Morales, Julian Fierrez, Ruben Tolosana, Alejandro Penna, Miguel Lopez-Duran, Francisco Jurado, Alvaro Ortigosa | Published: 2025-06-30 | Updated: 2025-07-09
Bias
Performance Evaluation
Privacy Risk Management
2025.06.30 2025.07.11
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

Can Differentially Private Fine-tuning LLMs Protect Against Privacy Attacks?

Authors: Hao Du, Shang Liu, Yang Cao | Published: 2025-04-28 | Updated: 2025-05-01
Privacy Risk Management
Membership Disclosure Risk
Differential Privacy
2025.04.28 2025.05.27
Literature Database

Privacy-preserving Machine Learning in Internet of Vehicle Applications: Fundamentals, Recent Advances, and Future Direction

Authors: Nazmul Islam, Mohammad Zulkernine | Published: 2025-03-03 | Updated: 2025-07-08
Privacy Risk Management
Traffic Simulation
Federated Learning
2025.03.03 2025.07.10
Literature Database

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
Privacy Risk Management
再構成アルゴリズム
Differential Privacy
2025.02.07 2025.07.10
Literature Database

Digital Healthcare in The Metaverse: Insights into Privacy and Security

Authors: Mehdi Letafati, Safa Otoum | Published: 2023-07-22 | Updated: 2023-08-10
Data Protection Method
Backdoor Attack
Privacy Risk Management
2023.07.22 2025.05.28
Literature Database

Dissecting Distribution Inference

Authors: Anshuman Suri, Yifu Lu, Yanjin Chen, David Evans | Published: 2022-12-15 | Updated: 2024-04-05
Privacy Risk Management
Privacy Protection Method
Membership Inference
2022.12.15 2025.05.28
Literature Database

Vicious Classifiers: Assessing Inference-time Data Reconstruction Risk in Edge Computing

Authors: Mohammad Malekzadeh, Deniz Gunduz | Published: 2022-12-08 | Updated: 2024-10-01
Privacy Risk Management
Privacy Assessment
Reconstruction Durability
2022.12.08 2025.05.28
Literature Database

Reconstructing Training Data from Model Gradient, Provably

Authors: Zihan Wang, Jason D. Lee, Qi Lei | Published: 2022-12-07 | Updated: 2023-06-10
Algorithm Design
Privacy Risk Management
Reconstruction Durability
2022.12.07 2025.05.28
Literature Database
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