On the Impact of Uncertainty and Calibration on Likelihood-Ratio Membership Inference Attacks
Authors: Meiyi Zhu, Caili Guo, Chunyan Feng, Osvaldo Simeone | Published: 2024-02-16 | Updated: 2025-03-14
Privacy for Fairness: Information Obfuscation for Fair Representation Learning with Local Differential Privacy
Authors: Songjie Xie, Youlong Wu, Jiaxuan Li, Ming Ding, Khaled B. Letaief | Published: 2024-02-16
Measuring and Reducing LLM Hallucination without Gold-Standard Answers
Authors: Jiaheng Wei, Yuanshun Yao, Jean-Francois Ton, Hongyi Guo, Andrew Estornell, Yang Liu | Published: 2024-02-16 | Updated: 2024-06-06
A chaotic maps-based privacy-preserving distributed deep learning for incomplete and Non-IID datasets
Authors: Irina Arévalo, Jose L. Salmeron | Published: 2024-02-15
FedRDF: A Robust and Dynamic Aggregation Function against Poisoning Attacks in Federated Learning
Authors: Enrique Mármol Campos, Aurora González Vidal, José Luis Hernández Ramos, Antonio Skarmeta | Published: 2024-02-15
How Much Does Each Datapoint Leak Your Privacy? Quantifying the Per-datum Membership Leakage
Authors: Achraf Azize, Debabrota Basu | Published: 2024-02-15
On the Cross-Dataset Generalization of Machine Learning for Network Intrusion Detection
Authors: Marco Cantone, Claudio Marrocco, Alessandro Bria | Published: 2024-02-15
Utilizing Deep Learning for Enhancing Network Resilience in Finance
Authors: Yulu Gong, Mengran Zhu, Shuning Huo, Yafei Xiang, Hanyi Yu | Published: 2024-02-15 | Updated: 2024-02-18
An advanced data fabric architecture leveraging homomorphic encryption and federated learning
Authors: Sakib Anwar Rieyan, Md. Raisul Kabir News, A. B. M. Muntasir Rahman, Sadia Afrin Khan, Sultan Tasneem Jawad Zaarif, Md. Golam Rabiul Alam, Mohammad Mehedi Hassan, Michele Ianni, Giancarlo Fortino | Published: 2024-02-15
AbuseGPT: Abuse of Generative AI ChatBots to Create Smishing Campaigns
Authors: Ashfak Md Shibli, Mir Mehedi A. Pritom, Maanak Gupta | Published: 2024-02-15