Differential Privacy

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
Privacy protection framework
Differential Privacy
Adversarial Learning
2024.12.11 2025.05.27
Literature Database

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
Privacy Violation
Synthetic Data Generation
Differential Privacy
2024.12.03 2025.05.27
Literature Database

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
Text Generation Method
Privacy Management
Differential Privacy
2024.10.14 2025.05.28
Literature Database

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
Privacy Protection Method
Privacy Design Principles
Differential Privacy
2024.07.09 2025.05.27
Literature Database

PrivacyRestore: Privacy-Preserving Inference in Large Language Models via Privacy Removal and Restoration

Authors: Ziqian Zeng, Jianwei Wang, Junyao Yang, Zhengdong Lu, Haoran Li, Huiping Zhuang, Cen Chen | Published: 2024-06-03 | Updated: 2025-05-28
LLM Security
Privacy Classification
Differential Privacy
2024.06.03 2025.05.30
Literature Database

XRand: Differentially Private Defense against Explanation-Guided Attacks

Authors: Truc Nguyen, Phung Lai, NhatHai Phan, My T. Thai | Published: 2022-12-08 | Updated: 2022-12-14
Privacy Assessment
Method for Providing Explainability while Keeping Model Information Confidential
Differential Privacy
2022.12.08 2025.05.28
Literature Database

Privacy-Preserving Machine Learning with Fully Homomorphic Encryption for Deep Neural Network

Authors: Joon-Woo Lee, HyungChul Kang, Yongwoo Lee, Woosuk Choi, Jieun Eom, Maxim Deryabin, Eunsang Lee, Junghyun Lee, Donghoon Yoo, Young-Sik Kim, Jong-Seon No | Published: 2021-06-14
Differential Privacy
Performance Evaluation
Encryption Technology
2021.06.14 2025.05.28
Literature Database

Tempered Sigmoid Activations for Deep Learning with Differential Privacy

Authors: Nicolas Papernot, Abhradeep Thakurta, Shuang Song, Steve Chien, Úlfar Erlingsson | Published: 2020-07-28
Privacy Technique
Differential Privacy
Adjustment of Activation Functions
2020.07.28 2025.05.28
Literature Database

GAN-Leaks: A Taxonomy of Membership Inference Attacks against Generative Models

Authors: Dingfan Chen, Ning Yu, Yang Zhang, Mario Fritz | Published: 2019-09-09 | Updated: 2020-11-23
Membership Inference
Differential Privacy
Attack Scenario Analysis
2019.09.09 2025.05.28
Literature Database

Evaluating Differentially Private Machine Learning in Practice

Authors: Bargav Jayaraman, David Evans | Published: 2019-02-24 | Updated: 2019-08-12
Membership Inference
Differential Privacy
Causes of Information Leakage
2019.02.24 2025.05.28
Literature Database
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