Privacy Protection

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
Kaplan-Meier Estimation
Privacy Protection
Cryptography

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
Privacy Protection
Framework
Risk Management

$(ε, δ)$-Differentially Private Partial Least Squares Regression

Authors: Ramin Nikzad-Langerodi, Mohit Kumar, Du Nguyen Duy, Mahtab Alghasi | Published: 2024-12-12
Privacy Protection

Intermediate Outputs Are More Sensitive Than You Think

Authors: Tao Huang, Qingyu Huang, Jiayang Meng | Published: 2024-12-01
Privacy Protection
Membership Inference

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
Energy-Based Model
Privacy Protection
Communication Model

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
Privacy Protection
Framework

Privacy-Preserving Dynamic Assortment Selection

Authors: Young Hyun Cho, Will Wei Sun | Published: 2024-10-29
Privacy Protection
Privacy Protection Method
Optimization Problem

Federated Learning in Practice: Reflections and Projections

Authors: Katharine Daly, Hubert Eichner, Peter Kairouz, H. Brendan McMahan, Daniel Ramage, Zheng Xu | Published: 2024-10-11
Privacy Protection
Privacy Protection Method
Poisoning

Decoding Secret Memorization in Code LLMs Through Token-Level Characterization

Authors: Yuqing Nie, Chong Wang, Kailong Wang, Guoai Xu, Guosheng Xu, Haoyu Wang | Published: 2024-10-11
LLM Performance Evaluation
Privacy Protection

PILLAR: an AI-Powered Privacy Threat Modeling Tool

Authors: Majid Mollaeefar, Andrea Bissoli, Silvio Ranise | Published: 2024-10-11
Privacy Protection
Privacy Protection Method
Prompt Injection