Privacy Protection

Blockchain Integrated Federated Learning in Edge-Fog-Cloud Systems for IoT based Healthcare Applications A Survey

Authors: Shinu M. Rajagopal, Supriya M., Rajkumar Buyya | Published: 2024-06-08
Edge Computing
Privacy Protection
Blockchain Technology

Federated TrustChain: Blockchain-Enhanced LLM Training and Unlearning

Authors: Xuhan Zuo, Minghao Wang, Tianqing Zhu, Lefeng Zhang, Dayong Ye, Shui Yu, Wanlei Zhou | Published: 2024-06-06
LLM Performance Evaluation
Privacy Protection
Blockchain Technology

A Systematic and Formal Study of the Impact of Local Differential Privacy on Fairness: Preliminary Results

Authors: Karima Makhlouf, Tamara Stefanovic, Heber H. Arcolezi, Catuscia Palamidessi | Published: 2024-05-23
Bias
Privacy Protection
Privacy Protection Method

The Effect of Quantization in Federated Learning: A Rényi Differential Privacy Perspective

Authors: Tianqu Kang, Lumin Liu, Hengtao He, Jun Zhang, S. H. Song, Khaled B. Letaief | Published: 2024-05-16
Privacy Protection
Privacy Protection Method
Quantization and Privacy

Trustworthy AI-Generative Content in Intelligent 6G Network: Adversarial, Privacy, and Fairness

Authors: Siyuan Li, Xi Lin, Yaju Liu, Jianhua Li | Published: 2024-05-09
Bias
Privacy Protection
Prompt Injection

Critical Infrastructure Protection: Generative AI, Challenges, and Opportunities

Authors: Yagmur Yigit, Mohamed Amine Ferrag, Iqbal H. Sarker, Leandros A. Maglaras, Christos Chrysoulas, Naghmeh Moradpoor, Helge Janicke | Published: 2024-05-08
Cybersecurity
Privacy Protection
Risk Management

Powering the Future of IoT: Federated Learning for Optimized Power Consumption and Enhanced Privacy

Authors: Ghazaleh Shirvani, Saeid Ghasemshirazi | Published: 2024-05-05
Energy Management
Privacy Protection
Resource optimization

Confidential and Protected Disease Classifier using Fully Homomorphic Encryption

Authors: Aditya Malik, Nalini Ratha, Bharat Yalavarthi, Tilak Sharma, Arjun Kaushik, Charanjit Jutla | Published: 2024-05-05
Privacy Protection
Threats of Medical AI
Deep Learning Method

Boosting Communication Efficiency of Federated Learning’s Secure Aggregation

Authors: Niousha Nazemi, Omid Tavallaie, Shuaijun Chen, Albert Y. Zomaya, Ralph Holz | Published: 2024-05-02
Watermarking
Privacy Protection
Communication Efficiency

Privacy-Preserving UCB Decision Process Verification via zk-SNARKs

Authors: Xikun Jiang, He Lyu, Chenhao Ying, Yibin Xu, Boris Düdder, Yuan Luo | Published: 2024-04-18 | Updated: 2024-06-06
Algorithm
Watermarking
Privacy Protection