Latest Articles for Differential Privacy

Machine Learning Federated Machine Learning: Privacy in Data Collaboration

Examining the potential and challenges of Federated Machine Learning in preserving privacy.

2025-10-12T20:38:54+00:00 ― 7 min read

Computer Vision and Pattern Recognition Enhancing Image Generation with Public Data

A method for better image generation that safeguards privacy using public datasets.

2025-10-12T11:10:06+00:00 ― 6 min read

Information Theory Navigating Data Privacy in the Digital Age

Learn essential methods to protect user data while maintaining its usefulness.

2025-10-09T23:10:33+00:00 ― 4 min read

Cryptography and Security Privacy-Preserving Symbolic Regression: A New Approach

Learn how PPSR protects data privacy in symbolic regression tasks.

2025-10-09T18:01:40+00:00 ― 5 min read

Machine Learning Strengthening Machine Learning Against Data Poisoning Attacks

New defenses aim to protect machine learning models from harmful data attacks.

2025-10-09T04:49:36+00:00 ― 5 min read

Cryptography and Security Differential Privacy: Balancing Data Protection and Analysis

Examining the challenges and opportunities of differential privacy in data analysis.

2025-10-08T04:51:48+00:00 ― 6 min read

Machine Learning The Growing Role of Synthetic Data in Privacy Protection

Synthetic data generation enhances privacy while enabling valuable data analysis.

2025-10-07T15:07:36+00:00 ― 8 min read

Machine Learning Balancing Privacy and Causal Inference with Cluster-DP

Exploring a new method to protect privacy in causal research while maintaining accuracy.

2025-10-06T10:45:20+00:00 ― 5 min read

Computers and Society Census Privacy Methods: A New Approach

Examining how census data methods affect school planning accuracy.

2025-10-04T21:36:00+00:00 ― 9 min read

Cryptography and Security Imperfect Shuffle Model: Privacy Meets Data Analysis

Exploring the imperfect shuffle model for enhanced data privacy.

2025-10-03T14:31:36+00:00 ― 7 min read

Cryptography and Security Wikimedia Foundation Shares Enhanced Pageview Data Safely

New detailed Wikipedia pageview statistics released using privacy measures.

2025-10-02T15:37:00+00:00 ― 6 min read

Machine Learning Federated Learning and Differential Privacy in Healthcare

A new method enhances machine learning for medical imaging while protecting patient privacy.

2025-10-01T09:00:30+00:00 ― 6 min read

Machine Learning Navigating the Right to Be Forgotten in Machine Learning

This paper discusses machine unlearning and its connection to differential privacy.

2025-10-01T08:24:42+00:00 ― 9 min read

Cryptography and Security Local Differential Privacy: Safeguarding Personal Data

Discover how Local Differential Privacy protects user data while enabling analysis.

2025-10-01T08:01:00+00:00 ― 7 min read

Machine Learning Strengthening Privacy in Federated Learning Amid Security Threats

New methods improve federated learning's privacy and defense against attacks.

2025-09-30T01:28:12+00:00 ― 6 min read

Machine Learning Balancing Privacy and Performance in Bandit Systems

This article discusses methods for protecting user data in recommendation systems.

2025-09-27T15:38:28+00:00 ― 7 min read

Applications Synthetic Data and Differential Privacy in Economic Research

This work discusses synthetic data generation using differential privacy for economic studies.

2025-09-26T11:16:12+00:00 ― 7 min read

Databases Assessing Synthetic Data for Reliable Analysis

A new framework ensures synthetic data answers are trustworthy for research.

2025-09-26T06:53:00+00:00 ― 7 min read

Cryptography and Security Privacy in Recommender Systems: A New Approach

A framework to enhance privacy in recommendation systems while ensuring accurate suggestions.

2025-09-26T01:44:54+00:00 ― 8 min read

Machine Learning Privacy-Preserving Best Arm Identification

A study on identifying the best option while ensuring data privacy.

2025-09-25T23:35:16+00:00 ― 6 min read

Information Retrieval Balancing Privacy and Quality in Recommendations

This method enhances recommendations while protecting user data privacy.

2025-09-25T17:50:54+00:00 ― 5 min read

Cryptography and Security Protecting Individual Privacy in Data Analysis

Exploring differential privacy methods for secure data insights.

2025-09-25T12:42:48+00:00 ― 6 min read

Machine Learning Estimating Mixtures of Gaussians with Privacy

A study on learning Gaussian mixtures while protecting individual data privacy.

2025-09-25T11:04:16+00:00 ― 5 min read

Databases A New Approach to Differential Privacy in Query Processing

This article discusses a framework for managing privacy in multi-analyst scenarios.

2025-09-25T09:17:24+00:00 ― 5 min read

Cryptography and Security Balancing Data Collection and Privacy

A new toolchain for safe data analysis without compromising user privacy.

2025-09-23T20:17:30+00:00 ― 5 min read

Human-Computer Interaction Evaluating Usability of Differential Privacy Tools

Study examines user-friendly aspects of popular differential privacy tools.

2025-09-22T20:27:36+00:00 ― 5 min read

Machine Learning Understanding Differential Privacy in Data Analysis

Differential privacy protects personal data during analysis, ensuring individual privacy.

2025-09-21T04:26:04+00:00 ― 4 min read

Quantitative Methods Advances in Genotype Imputation While Protecting Privacy

SHIELD combines genetic analysis with privacy safeguards for secure research.

2025-09-20T14:55:39+00:00 ― 6 min read

Software Engineering Protecting User Privacy with Technologies

This article discusses how developers can use PETs to enhance data protection.

2025-09-19T16:29:18+00:00 ― 6 min read

Machine Learning New Method for Private Fine-Tuning of Language Models

DP-ZO balances privacy and performance in language model training.

2025-09-18T12:02:54+00:00 ― 5 min read

Quantum Physics Ensuring Privacy in Quantum Algorithms

A formal approach to identify privacy violations in quantum computing algorithms.

2025-09-17T23:08:00+00:00 ― 6 min read

Machine Learning Balancing Privacy and Accuracy in Machine Learning Regression

A new algorithm improves regression analysis while prioritizing data privacy.

2025-09-16T01:46:16+00:00 ― 6 min read

Cryptography and Security Differential Privacy: Protecting Individual Information in Data Sharing

A look at how differential privacy safeguards individual data privacy.

2025-09-15T20:13:28+00:00 ― 6 min read

Machine Learning Synthetic Health Data: A Solution for Privacy in Stress Monitoring

Creating synthetic data helps researchers study stress while keeping personal information safe.

2025-09-14T15:37:06+00:00 ― 5 min read

Statistics Theory Balancing Data Privacy and Statistical Accuracy

Innovative methods for estimating covariance matrices while protecting personal privacy.

2025-09-14T13:03:20+00:00 ― 5 min read

Cryptography and Security Balancing Privacy and Data Analysis with Local Differential Privacy

A new algorithm improves data analysis while protecting individual privacy.

2025-09-14T07:58:54+00:00 ― 6 min read

Machine Learning Personalized Differential Privacy for Better Data Protection

A new method improves privacy and accuracy in data-driven models.

2025-09-13T07:05:48+00:00 ― 7 min read

Machine Learning Building Trust in Distributed AI Systems

Exploring ways to enhance trustworthiness in distributed artificial intelligence technologies.

2025-09-12T17:00:30+00:00 ― 6 min read

Machine Learning Balancing Machine Learning and Privacy with Aggregate Data

This article discusses using aggregate data in machine learning while protecting privacy.

2025-09-11T23:18:24+00:00 ― 7 min read

Systems and Control Privacy in Distributed Device Networks: Average Consensus

Exploring methods to ensure privacy while calculating averages in device networks.

2025-09-11T12:53:30+00:00 ― 5 min read