https://openreview.net/forum?id=JB3i5I766ZP&referrer=%5Bthe%20profile%20of%20Haoxiang%20Wang%5D(%2Fprofile%3Fid%3D~Haoxiang_Wang2)
Preserving in Non-Intrusive Load Monitoring: A Differential Privacy Perspective | OpenReview
Smart meter devices enable a better understanding of the demand at the potential risk of private information leakage. One promising solution to mitigating such...
load monitoringdifferential privacypreservingnonintrusive
https://proceedings.neurips.cc/paper_files/paper/2017/hash/86df7dcfd896fcaf2674f757a2463eba-Abstract.html
Accuracy First: Selecting a Differential Privacy Level for Accuracy Constrained ERM
differential privacyaccuracyfirstselectinglevel
https://deepai.org/publication/exponential-separations-in-local-differential-privacy-through-communication-complexity
Exponential Separations in Local Differential Privacy Through Communication Complexity | DeepAI
Jul 1, 2019 - 07/01/19 - We prove a general connection between the communication complexity of two-player games and the sample complexity of their multi-pl...
differential privacycommunication complexityexponentialseparationslocal
https://jmlr.org/papers/v24/21-0523.html
Generalized Linear Models in Non-interactive Local Differential Privacy with Public Data
generalized linear modelsdifferential privacypublic datanoninteractive
https://aws.amazon.com/about-aws/whats-new/2024/04/aws-clean-rooms-differential-privacy-generally-available/
AWS Clean Rooms Differential Privacy is now generally available - AWS
Discover more about what's new at AWS with AWS Clean Rooms Differential Privacy is now generally available
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https://collaborate.princeton.edu/en/publications/optimal-noise-adding-mechanisms-for-approximate-differential-priv/
Optimal noise adding mechanisms for approximate differential privacy - Princeton University
differential privacyprinceton universityoptimalnoiseadding
https://ieeetv.ieee.org/ondemand/ieee-icassp-2020-virtual-conference-may-2020/5681
Private Fl-Gan: Differential Privacy Synthetic Data Generation Based On Federated Learning | IEEETV
Generative Adversarial Network (GAN) has already made a big splash in the field of generating realistic ``fake'' data. However, when data is distributed and...
synthetic data generationdifferential privacyfederated learningprivatefl
https://coderfacts.com/tag/differential-privacy/
Differential Privacy - Coder Facts
differential privacycoderfacts
https://www.preprints.org/manuscript/202506.1752
Differential Privacy Techniques in Machine Learning for Health Record Analysis[v1] | Preprints.org
The integration of machine learning (ML) into healthcare has revolutionized the analysis of Electronic Health Records (EHRs), enabling more accurate...
differential privacymachine learningfor healthtechniquesrecord
https://cltc.berkeley.edu/publication/allegro-a-framework-for-practical-differential-privacy-of-sql-queries/
Allegro: A Framework for Practical Differential Privacy of SQL Queries - CLTC
Current approaches for data security and privacy fail to reconcile the seemingly contradictory goals of leveraging data for positive outcomes while...
differential privacysql queriesallegroframeworkpractical
https://pure.kfupm.edu.sa/en/publications/the-discrete-gaussian-expectation-maximization-gradient-algorithm/
The Discrete Gaussian Expectation Maximization (Gradient) Algorithm for Differential Privacy - King...
differential privacydiscretegaussianexpectationgradient
https://bytez.com/docs/arxiv/1811.10256/paper
Generalised Differential Privacy for Text Document Processing | Read Paper on Bytez
Nov 26, 2018 - We address the problem of how to "obfuscate" texts by removing stylistic clues which can identify authorship, whilst preserving (as much as possible) the...
differential privacydocument processingread papertext
https://docs.snowflake.com/en/user-guide/tutorials/diff-privacy
Getting started with differential privacy | Snowflake Documentation
getting starteddifferential privacysnowflakedocumentation
https://mmaglobal.com/articles/beginners-guide-federated-learning-differential-privacy
Beginner's Guide to Federated Learning & Differential Privacy | MMA / Marketing + Media Alliance
It should come as no surprise that the marketing industry is riding a wave of change. In the wake of prolific data breaches and prominent scandals, consumers...
guide tofederated learningdifferential privacymma marketingmedia alliance
https://differential-privacy.dataknobs.com/
Differential Privacy
What is Differential Privacy?
differential privacy
https://events.manchester.ac.uk/event/event:z1gf-m67u2ghm-cq8omm/statistics-seminar-statistical-disclosure-control-and-differential-privacy
Statistics Seminar - Statistical Disclosure Control and Differential Privacy | Events at The...
differential privacystatisticsseminarstatisticaldisclosure
https://iabtechlab.com/differential-privacy/
Differential Privacy Guide - IAB Tech Lab
Jul 11, 2024 - Differential Privacy Guide Last updated: May 09, 2024 About the Differential Privacy Guide Differential Privacy Guide The goal of privacy is to limit and...
iab tech labdifferential privacyguide
https://research.hub.ku.edu.tr/entities/publication/6d638d74-02b2-4c86-829b-3ff8ace2aaef
Hierarchical spatial decompositions under local differential privacy
The popularity of smartphones, GPS-equipped devices, social networks, and connected vehicles continues to increase the volume of spatial data available for...
differential privacyspatialdecompositionslocal
https://learn.microsoft.com/en-us/viva/insights/privacy/differential-privacy
Differential privacy in Viva Insights | Microsoft Learn
Learn about how Microsoft Viva Insights uses Differential Privacy technology for data analysis
differential privacymicrosoft learnvivainsights
https://scholars.cityu.edu.hk/en/publications/distributed-online-bandit-linear-regressions-with-differential-pr/
Distributed online bandit linear regressions with differential privacy - CityUHK Scholars
differential privacydistributedonlinebanditlinear
https://thecyberwire.com/newsletters/privacy-briefing/3/228
NIST on differential privacy. Panasonic's data breach. Standing in privacy lawsuits. Clearview AI's...
NIST on differential privacy. Panasonic's data breach. Standing in privacy lawsuits. Clearview AI's provisional ICO fine. DNA Diagnostics Center discloses data...
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https://elmi.hbku.edu.qa/en/publications/heavy-hitter-estimation-over-set-valued-data-with-local-different/
Heavy hitter estimation over set-valued data with local differential privacy - Hamad Bin Khalifa...
differential privacyheavyestimationsetvalued
https://arxiv.org/abs/1703.01970v1
[1703.01970v1] Concentration Bounds for High Sensitivity Functions Through Differential Privacy
Abstract page for arXiv paper 1703.01970v1: Concentration Bounds for High Sensitivity Functions Through Differential Privacy
high sensitivitydifferential privacyconcentrationboundsfunctions
https://papers.nips.cc/paper_files/paper/2010/hash/0d0fd7c6e093f7b804fa0150b875b868-Abstract.html
Multiparty Differential Privacy via Aggregation of Locally Trained Classifiers
differential privacyviaaggregationlocallytrained
https://medinform.jmir.org/2025/1/e59685/tweetations
JMIR Medical Informatics - Federated Analysis With Differential Privacy in Oncology Research:...
Background: Federated analytics in healthcare allows researchers to perform statistical queries on remote data sets without access to the raw data. This method...
medical informaticsdifferential privacyoncology researchjmirfederated
https://www.ntu.edu.sg/business/news-events/news/story-detail/iclr-2025-unveils-breakthrough-in-differential-privacy-techniques-for-nonsmooth-optimization
ICLR 2025 Unveils Breakthrough in Differential Privacy Techniques for Nonsmooth Optimisation |...
As mobile commerce continues to dominate online activity, platforms must help users search more effectively on small screens.
differential privacyiclrbreakthroughtechniquesoptimisation
https://www.nist.gov/blogs/cybersecurity-insights/utility-metrics-differential-privacy-no-one-size-fits-all
Utility Metrics for Differential Privacy: No One-Size-Fits-All | NIST
Apr 22, 2025 - In previous posts we discussed different ways to implement differential privacy, each of which offers some trade-off between pr
differential privacyno oneutilitymetricssize
https://dl.ifip.org/IFIP-LNCS-10359/hal-01684357
Gaussian Mixture Models for Classification and Hypothesis Tests Under Differential Privacy - Data...
Many statistical models are constructed using very basic statistics: mean vectors, variances, and covariances. Gaussian mixture models are such models. When a...
gaussian mixture modelsdifferential privacyclassificationhypothesistests
https://pixelplex.io/glossary/differential-privacy/
Differential Privacy Definition
Learn how Differential Privacy fits into the broader world of crypto and blockchain. Our glossary breaks the concept down in simple terms and highlights why it...
differential privacydefinition
https://uwaterloo.ca/data-systems-group/references/unbiased-statistical-estimation-and-valid-confidence-0
Unbiased Statistical Estimation and Valid Confidence Intervals Under Differential Privacy | Data...
confidence intervalsdifferential privacyunbiasedstatisticalestimation
https://actapress.com/Reference.aspx?PaperId=56535
[Reference] INTELLIGENT METER DATA PROTECTION VIA DIFFERENTIAL PRIVACY AND TOP-K QUERY ALGORITHM
To address the privacy risks of high-frequency and fine-grained elec-tricity data collected by smart meters, which may expose user be-havior patterns and...
data protectiondifferential privacyreferenceintelligentmeter
https://scholars.duke.edu/publication/1530626
Scholars@Duke publication: Dealer: An end-to-end model marketplace with differential privacy
model marketplacedifferential privacyscholarsdukepublication
https://scholar.xjtu.edu.cn/en/publications/local-differential-privacy-for-data-collection-and-analysis/
Local Differential Privacy for data collection and analysis - Xi'an Jiaotong University
differential privacydata collectionxi anlocalanalysis
https://lrec.elra.info/lrec2024-main-0016
A Comparative Analysis of Word-Level Metric Differential Privacy: Benchmarking the Privacy-Utility...
May 1, 2024 - The application of Differential Privacy to Natural Language Processing techniques has emerged in relevance in recent years, with an increasing number of studies
comparative analysisdifferential privacywordlevelmetric
https://drops.dagstuhl.de/entities/document/10.4230/LIPIcs.DISC.2020.8
Who Started This Rumor? Quantifying the Natural Differential Privacy of Gossip Protocols
the naturaldifferential privacystartedrumorgossip
https://collaborate.umb.edu/en/publications/private-next-location-prediction-using-transformers-enhancing-acc/
Private Next Location Prediction using Transformers: Enhancing Accuracy under Differential Privacy...
differential privacyprivatenextlocationprediction
https://thedatascientist.com/vpns-and-differential-privacy/
VPNs and differential privacy & Differential Privacy
Oct 28, 2025 - Learn how VPNs and differential privacy work together to protect sensitive analytics, ensuring data security, anonymity, and compliance.
differential privacyvpns
https://www.macstories.net/news/apple-is-using-differential-privacy-to-improve-apple-intelligence/
Apple Is Using Differential Privacy to Improve Apple Intelligence - MacStories
Apple has been using differential privacy for nearly ten years to collect its users data in a way that isn't traceable back to an individual. As Apple explains...
differential privacyto improveappleusingintelligence
https://www.johndcook.com/blog/differential-privacy/
Differential Privacy Deidentification & Risk Expert Consulting
Mar 18, 2024 - Explore the benefits of differential privacy, privacy protection with a solid mathematical foundation. Safely answer queries based on data unsafe to share.
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https://aistandardshub.org/forums/topic/standard-for-requirements-of-differential-privacy-based-personal-information-protection-2/
Standard for Requirements of Differential Privacy-based Personal Information Protection - AI...
Share your thoughts on this standard with the AI Standards Hub community here.
differential privacypersonal informationstandardrequirementsbased
https://www.nec-labs.com/blog/ldp-feat-image-features-with-local-differential-privacy/
LDP-Feat: Image Features with Local Differential Privacy | Media Analytics
Mar 26, 2024 - Read LDP-Feat: Image Features with Local Differential Privacy from our Media Analytics Department.
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https://research.google/blog/fine-tuning-llms-with-user-level-differential-privacy/
Fine-tuning LLMs with user-level differential privacy
fine tuninguser leveldifferential privacyllms
https://researchconnect.buffalo.edu/en/publications/estimating-smooth-glm-in-non-interactive-local-differential-priva/
Estimating Smooth GLM in Non-interactive Local Differential Privacy Model with Public Unlabeled...
differential privacyestimatingsmoothglmnon
https://www.nber.org/papers/w32905
The Complexities of Differential Privacy for Survey Data | NBER
Founded in 1920, the NBER is a private, non-profit, non-partisan organization dedicated to conducting economic research and to disseminating research findings...
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https://mbabookstore.com/product-tag/hands-on-differential-privacy-by-ethan-cowan-online/
Hands-On Differential Privacy by Ethan Cowan Online Archives - MBA Book Store
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https://www.numberanalytics.com/blog/differential-privacy-cyber-law
Differential Privacy in Cyber Law
A comprehensive guide to differential privacy, its importance in cyber law, and its role in shaping emerging technologies
differential privacycyber law
https://iris.unical.it/handle/20.500.11770/403321
Agentic ElderFedLearn: A Differential Privacy-Based Approach for Elderly DiseasePrediction
differential privacyagenticbasedapproachelderly
https://flower.ai/docs/framework/1.27/en/how-to-use-differential-privacy.html
Use Differential Privacy - Flower Framework
Apply differential privacy in Flower with server-side/client-side clipping or local DP techniques to enhance data security in federated learning.
differential privacyuseflowerframework
https://www.itm-conferences.org/articles/itmconf/abs/2025/11/itmconf_acaai2025_04005/itmconf_acaai2025_04005.html
Differential Privacy in Dynamic Encryption: Balancing Security and Utility in Cloud-Based Systems |...
ITM Web of Conferences, open-access proceedings in information technology, computer science and mathematics
differential privacysecurity andcloud baseddynamicencryption
https://www.techscience.com/cmc/v82n3/59922
CMC | Differential Privacy Federated Learning Based on Adaptive Adjustment
Federated learning effectively alleviates privacy and security issues raised by the development of artificial intelligence through a distributed training...
differential privacyfederated learningbased oncmcadaptive
https://knova.um.edu.my/research_publications_2021_2025/6116/
"Local Differential Privacy for correlated location data release in ITS" by Kah Meng Chong and...
The ubiquity of location positioning devices has facilitated the implementation of various Intelligent Transportation System (ITS) applications that generate...
differential privacylocation datalocalcorrelatedrelease
https://appleinsider.com/articles/17/01/27/apples-differential-privacy-policy-invoked-for-opt-in-icloud-data-analysis-in-ios-103
Apple's 'differential privacy' policy invoked for opt-in iCloud data analysis in iOS 10.3 |...
Apple's upcoming iOS 10.3 update will include an opt-in for collecting data from iCloud accounts, which will in turn be used to improve "intelligent features...
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https://www.imore.com/differential-privacy
Differential privacy explained | iMore
Jul 28, 2019 - Facebook and Google say you can't have advanced services without giving up all your data. Apple says, hold my beer!
differential privacyexplainedimore
https://researchportal.ip-paris.fr/en/publications/local-differential-privacy-elbow-effect-in-optimal-density-estima/
Local differential privacy: Elbow effect in optimal density estimation and adaptation over Besov...
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https://blogs.gaurav.one/tag/differential-privacy
#differential-privacy - Gaurav Dot One Blogs
Articles tagged with #differential-privacy
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https://cris.iucc.ac.il/en/publications/adversarially-robust-streaming-algorithms-via-differential-privac-5/
Adversarially Robust Streaming Algorithms via Differential Privacy - Israeli Research Community...
differential privacyresearch communityrobuststreamingalgorithms
https://scipapermill.com/2025/12/07/differential-privacy-in-2024-charting-the-course-for-trustworthy-ai/
Differential Privacy in 2024: Charting the Course for Trustworthy AI
Dec 28, 2025 - Latest 50 papers on differential privacy: Dec. 7, 2025
charting the coursedifferential privacytrustworthy ai
https://research.ajman.ac.ae/en/publications/faster-convergence-on-differential-privacy-based-federated-learni/
Faster Convergence on Differential Privacy-Based Federated Learning - Ajman University
differential privacyfederated learningajman universityfasterconvergence
https://healthcaresecprivacy.blogspot.com/2016/06/apple-makes-difference-with-targeted.html?m=0
Healthcare Exchange Standards: Apple makes a difference with targeted use of Differential Privacy
Interoperability, Privacy, and Security in Healthcare: CyberPrivacy, HIE, XDS, mHealth, Provenance, Patient, Directory, FHIR, Consent, Blockchain.
differential privacyhealthcareexchangestandardsapple
https://docs.snowflake.cn/en/sql-reference/functions-differential-privacy
Differential privacy functions | Snowflake Documentation
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https://liner.com/review/painfree-random-differential-privacy-with-sensitivity-sampling
Pain-Free Random Differential Privacy with Sensitivity Sampling [Quick Review]
Regarding this ICML 2017 paper, this review summarizes a method for estimating global sensitivity to achieve random differential privacy, improving utility...
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https://developers.googleblog.com/enabling-developers-and-organizations-to-use-differential-privacy/
Enabling developers and organizations to use differential privacy - Google Developers Blog
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https://drpress.org/ojs/index.php/ajst/article/view/4783
Differential Privacy-based Personalized Recommendation Service for "Helping Farmers" Tourism in...
differential privacybasedpersonalizedrecommendationservice
https://odr.chalmers.se/items/5f02e7e9-57e0-4534-8b74-19cc0f66664f/full
Applied Differential Privacy in the Smart Grid
Privacy is an important guarantee to give to users in order for them to agree to release their, possibly sensitive, data for scientific or commercial purposes....
differential privacysmart gridapplied
https://researchconnect.stonybrook.edu/en/publications/on-the-price-of-differential-privacy-for-spectral-clustering-over/
On the Price of Differential Privacy for Spectral Clustering Over Stochastic Block Models - Stony...
on thedifferential privacypricespectralclustering
https://academictorrents.com/details/7c41af39ec87531026ca7613e292cb9fbadcfbb9/tech
Differential Privacy for Functions and Functional Data - Technical - Academic Torrents
A BitTorrent file to download data with the title 'Differential Privacy for Functions and Functional Data', Info Hash: 7c41af39ec87531026ca7613e292cb9fbadcfbb9
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https://profiles.ncat.edu/en/publications/personalized-online-federated-learning-with-differential-privacy--2/
Personalized Online Federated Learning With Differential Privacy in Constrained Environments: A...
federated learningdifferential privacypersonalizedonlineenvironments
https://www.catalyzex.com/paper/ldp-feat-image-features-with-local
LDP-Feat: Image Features with Local Differential Privacy
LDP-Feat: Image Features with Local Differential Privacy: Paper and Code. Modern computer vision services often require users to share raw feature descriptors...
differential privacyldpfeatimagelocal
https://aclanthology.org/2024.findings-emnlp.491/
Fine-Tuning Language Models with Differential Privacy through Adaptive Noise Allocation - ACL...
Xianzhi Li, Ran Zmigrod, Zhiqiang Ma, Xiaomo Liu, Xiaodan Zhu. Findings of the Association for Computational Linguistics: EMNLP 2024. 2024.
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https://www.aibase.com/tool/14526
Tumult-Leading Differential Privacy Deployment Platform
Tumult Analytics is a leading differential privacy deployment platform, built and maintained by a team of differential privacy experts, and run by institutions
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