Privacy Protection

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

Distributed Federated Learning-Based Deep Learning Model for Privacy MRI Brain Tumor Detection

Authors: Lisang Zhou, Meng Wang, Ning Zhou | Published: 2024-04-15
Data Preprocessing
Privacy Protection
Threats of Medical AI

Privacy at a Price: Exploring its Dual Impact on AI Fairness

Authors: Mengmeng Yang, Ming Ding, Youyang Qu, Wei Ni, David Smith, Thierry Rakotoarivelo | Published: 2024-04-15
Privacy Protection
Privacy Protection Method
Fairness evaluation

Can LLMs get help from other LLMs without revealing private information?

Authors: Florian Hartmann, Duc-Hieu Tran, Peter Kairouz, Victor Cărbune, Blaise Aguera y Arcas | Published: 2024-04-01 | Updated: 2024-04-02
LLM Security
Privacy Protection
Privacy Protection Method

SocialGenPod: Privacy-Friendly Generative AI Social Web Applications with Decentralised Personal Data Stores

Authors: Vidminas Vizgirda, Rui Zhao, Naman Goel | Published: 2024-03-15
Watermarking
Data Management System
Privacy Protection

Towards Independence Criterion in Machine Unlearning of Features and Labels

Authors: Ling Han, Nanqing Luo, Hao Huang, Jing Chen, Mary-Anne Hartley | Published: 2024-03-12
Watermarking
Privacy Protection
Machine Unlearning

Wildest Dreams: Reproducible Research in Privacy-preserving Neural Network Training

Authors: Tanveer Khan, Mindaugas Budzys, Khoa Nguyen, Antonis Michalas | Published: 2024-03-06
Privacy Protection
Privacy Protection Method
Multi-Party Computation