Latest Articles for Data Privacy

Networking and Internet Architecture Strengthening Smart Grid Security with Honeypots and Federated Learning

Enhancing smart grid safety using honeypots and federated learning approaches.

2025-07-20T01:52:18+00:00 ― 6 min read

Computation and Language Protecting Personal Information Through PII Generalization Techniques

An overview of methods to safeguard personal information while maintaining data usefulness.

2025-07-20T01:28:36+00:00 ― 5 min read

Methodology Privacy-Preserving Community Detection in Networks

A method for estimating community memberships while protecting individual privacy.

2025-07-20T00:14:56+00:00 ― 7 min read

Cryptography and Security AntibotV: A Leap in Vehicle Cybersecurity

AntibotV tackles bot malware threats in connected cars through advanced monitoring.

2025-07-19T20:12:36+00:00 ― 6 min read

Cryptography and Security Balancing Data Privacy and Transportation Insights

Cities gain crucial transport data while addressing privacy concerns.

2025-07-19T19:56:48+00:00 ― 5 min read

Machine Learning A New Approach to Federated Learning Communication

This method improves communication efficiency in federated learning while preserving data privacy.

2025-07-19T18:24:28+00:00 ― 6 min read

Computation and Language The Hidden Threats of Language Model Security

Concerns grow over backdoor attacks in language models, impacting safety and reliability.

2025-07-19T14:56:36+00:00 ― 6 min read

Signal Processing Estimating Averages in Unreliable Networks with Privacy

A method for calculating averages while keeping node data private.

2025-07-19T14:52:34+00:00 ― 5 min read

Cryptography and Security Balancing Privacy and Data Utility in Research

Examining differential privacy's effectiveness in protecting individual identities in SOEP data.

2025-07-19T12:58:06+00:00 ― 6 min read

Cryptography and Security Enhancing Blockchain Security with Collaborative Detection Models

A new model improves real-time detection of cyberattacks on blockchain networks.

2025-07-19T10:43:48+00:00 ― 4 min read

Machine Learning FedSat: A New Approach to Federated Learning

FedSat addresses data challenges in federated learning, ensuring privacy and improved performance.

2025-07-19T06:46:48+00:00 ― 6 min read

Machine Learning Introducing EP-GFlowNets for Efficient Sampling

A new method for improved sampling in machine learning with enhanced privacy.

2025-07-19T02:33:12+00:00 ― 5 min read

Machine Learning MSfusion: A New Method for Training Large Models

MSfusion allows resource-limited devices to train large models collaboratively.

2025-07-19T00:59:12+00:00 ― 5 min read

Machine Learning Tackling Out-of-Federation Challenges in Learning Models

New method improves model performance on unseen data.

2025-07-18T23:48:06+00:00 ― 6 min read

Machine Learning Enhancing Decentralized Federated Learning with AFIND+

AFIND+ improves decentralized federated learning by optimizing neighbor selection and update aggregation.

2025-07-18T13:47:42+00:00 ― 4 min read

Health Informatics New Tool Enhances Patient Data Privacy

A new tool automates the anonymization of medical records for privacy protection.

2025-07-18T11:54:30+00:00 ― 5 min read

Cryptography and Security Jailbreak Attacks on Language Models: An Overview

Examine various jailbreak attacks on language models and their defenses.

2025-07-18T11:09:42+00:00 ― 6 min read

Machine Learning Improving Federated Learning with Synthetic Data

A new approach enhances Federated Learning by generating synthetic data while protecting privacy.

2025-07-18T07:36:24+00:00 ― 6 min read

Machine Learning Challenges in Decentralized Federated Learning Systems

This study examines how network layout affects decentralized federated learning amidst Byzantine threats.

2025-07-18T07:20:36+00:00 ― 5 min read

Machine Learning Advancing Federated Learning with pFedDIL

pFedDIL improves machine learning by retaining knowledge while adapting to new tasks.

2025-07-18T04:26:48+00:00 ― 6 min read

Image and Video Processing Advancements in AI for Modeling the Vocal Tract

Research explores generative AI to simulate internal mouth structures using facial movements.

2025-07-17T21:39:35+00:00 ― 6 min read

Artificial Intelligence Addressing Privacy Risks in LLM Alignment Methods

Analyzing vulnerabilities in LLMs due to human preference data.

2025-07-17T17:07:24+00:00 ― 7 min read

Logic in Computer Science Optimizing Communication Among Software Agents

A new framework for agent communication focusing on privacy and consistency.

2025-07-17T07:23:03+00:00 ― 6 min read

Machine Learning Advancing Federated Learning in Medical Imaging

A new method addresses data challenges in AI for healthcare.

2025-07-17T03:49:30+00:00 ― 6 min read

Statistics Theory Federated Learning for Privacy-Preserving Statistical Testing

New methods for statistical testing while protecting data privacy through federated learning.

2025-07-17T02:09:20+00:00 ― 6 min read

Cryptography and Security Balancing Privacy and Utility in Data Sharing

Exploring challenges and advancements in protecting sensitive data while maintaining its usefulness.

2025-07-16T23:05:06+00:00 ― 9 min read

Data Structures and Algorithms Balancing Privacy and Efficiency in Data Analysis

The challenge of combining differential privacy with sublinear algorithms in data analysis.

2025-07-16T20:58:42+00:00 ― 7 min read

Cryptography and Security Federated Learning: Enhancing Data Privacy with Blockchain

A look at federated learning combining differential privacy and blockchain for data security.

2025-07-16T17:57:00+00:00 ― 6 min read

Artificial Intelligence Federated Learning Enhanced by Blockchain Technology

A study on federated learning systems using blockchain for secure collaboration.

2025-07-16T14:23:42+00:00 ― 5 min read

Distributed, Parallel, and Cluster Computing Federated Learning: Balancing Privacy and Collaboration

Explore the fundamentals of Federated Learning and its importance in data privacy.

2025-07-16T12:25:12+00:00 ― 6 min read

Cryptography and Security Protecting Privacy in Biometric Data Anonymization

A new framework evaluates methods for anonymizing biometric data to enhance privacy.

2025-07-16T10:10:54+00:00 ― 5 min read

Computer Vision and Pattern Recognition Evaluating Visual Information Encryption Techniques

Examining methods to protect privacy in deep learning applications using visual information encryption.

2025-07-16T07:56:36+00:00 ― 6 min read

Machine Learning Balancing Privacy and Machine Learning Performance

A new model improves data privacy while enhancing machine learning accuracy.

2025-07-15T22:37:08+00:00 ― 7 min read

Machine Learning Balancing Privacy and Performance in LLM Training

Exploring user-level differential privacy in large language model training.

2025-07-15T21:00:54+00:00 ― 4 min read

Computer Vision and Pattern Recognition Improving Medical Imaging with Federated Learning

A method to enhance model training using partially labeled medical images.

2025-07-15T15:37:00+00:00 ― 6 min read

Machine Learning Enhancing IoT Security with Federated Learning

Exploring the benefits of Federated Learning for anomaly detection in IoT networks.

2025-07-15T15:13:18+00:00 ― 7 min read

Machine Learning Improving Communication in Vertical Federated Learning

EFVFL provides a stable method for efficient communication without sharing private data.

2025-07-15T15:11:07+00:00 ― 5 min read

Cryptography and Security Balancing Privacy and Integrity in Federated Learning

A look at federated learning’s privacy and integrity challenges and solutions.

2025-07-15T12:35:18+00:00 ― 5 min read

Computer Vision and Pattern Recognition Privacy Risks in Visual Question Answering Models

VQA models may expose private information despite advanced techniques.

2025-07-15T07:11:24+00:00 ― 4 min read

Artificial Intelligence Regulating AI: Ensuring Ethical Use

Regulations guide the safe and fair use of AI technologies across various sectors.

2025-07-15T06:39:48+00:00 ― 7 min read