VerifBFL: Leveraging zk-SNARKs for A Verifiable Blockchained Federated Learning
Authors: Ahmed Ayoub Bellachia, Mouhamed Amine Bouchiha, Yacine Ghamri-Doudane, Mourad Rabah | Published: 2025-01-08
Privacy Protection
Structure-Preference Enabled Graph Embedding Generation under Differential Privacy
Authors: Sen Zhang, Qingqing Ye, Haibo Hu | Published: 2025-01-07
Practical Secure Inference Algorithm for Fine-tuned Large Language Model Based on Fully Homomorphic Encryption
Authors: Zhang Ruoyan, Zheng Zhongxiang, Bao Wankang | Published: 2025-01-03 | Updated: 2025-01-07
NET-SA: An Efficient Secure Aggregation Architecture Based on In-Network Computing
Authors: Qingqing Ren, Wen Wang, Shuyong Zhu, Zhiyuan Wu, Yujun Zhang | Published: 2025-01-02
A Multiparty Homomorphic Encryption Approach to Confidential Federated Kaplan Meier Survival Analysis
Authors: Narasimha Raghavan Veeraragavan, Svetlana Boudko, Jan Franz Nygård | Published: 2024-12-29
On Large Language Models in Mission-Critical IT Governance: Are We Ready Yet?
Authors: Matteo Esposito, Francesco Palagiano, Valentina Lenarduzzi, Davide Taibi | Published: 2024-12-16 | Updated: 2025-01-10
$(ε, δ)$-Differentially Private Partial Least Squares Regression
Authors: Ramin Nikzad-Langerodi, Mohit Kumar, Du Nguyen Duy, Mahtab Alghasi | Published: 2024-12-12
Intermediate Outputs Are More Sensitive Than You Think
Authors: Tao Huang, Qingyu Huang, Jiayang Meng | Published: 2024-12-01
TinyML NLP Scheme for Semantic Wireless Sentiment Classification with Privacy Preservation
Authors: Ahmed Y. Radwan, Mohammad Shehab, Mohamed-Slim Alouini | Published: 2024-11-09 | Updated: 2025-04-21
Privacy-Preserving Federated Learning with Differentially Private Hyperdimensional Computing
Authors: Fardin Jalil Piran, Zhiling Chen, Mohsen Imani, Farhad Imani | Published: 2024-11-02 | Updated: 2025-03-22