Privacy-Preserving Graph Learning System Lets Organizations Share Insights While Keeping Data Private

This is a Plain English Papers summary of a research paper called Privacy-Preserving Graph Learning System Lets Organizations Share Insights While Keeping Data Private. If you like these kinds of analysis, you should join AImodels.fyi or follow us on T…


This content originally appeared on DEV Community and was authored by Mike Young

This is a Plain English Papers summary of a research paper called Privacy-Preserving Graph Learning System Lets Organizations Share Insights While Keeping Data Private. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter.

Overview

  • Novel approach to learn graph structures from distributed data sources
  • Addresses privacy concerns by keeping data within local clients
  • Develops personalized graphs for each client while maintaining consensus
  • Automates weight assignment based on similarity to consensus
  • Provides theoretical guarantees and experimental validation
  • Maintains data privacy while enabling effective graph learning

Plain English Explanation

Think of this like a system that helps understand connections between data points that are stored in different places, like different companies or organizations that can't share their raw data. Similar to how social networks map relationships between people, this system maps re...

Click here to read the full summary of this paper


This content originally appeared on DEV Community and was authored by Mike Young


Print Share Comment Cite Upload Translate Updates
APA

Mike Young | Sciencx (2025-02-19T10:29:48+00:00) Privacy-Preserving Graph Learning System Lets Organizations Share Insights While Keeping Data Private. Retrieved from https://www.scien.cx/2025/02/19/privacy-preserving-graph-learning-system-lets-organizations-share-insights-while-keeping-data-private/

MLA
" » Privacy-Preserving Graph Learning System Lets Organizations Share Insights While Keeping Data Private." Mike Young | Sciencx - Wednesday February 19, 2025, https://www.scien.cx/2025/02/19/privacy-preserving-graph-learning-system-lets-organizations-share-insights-while-keeping-data-private/
HARVARD
Mike Young | Sciencx Wednesday February 19, 2025 » Privacy-Preserving Graph Learning System Lets Organizations Share Insights While Keeping Data Private., viewed ,<https://www.scien.cx/2025/02/19/privacy-preserving-graph-learning-system-lets-organizations-share-insights-while-keeping-data-private/>
VANCOUVER
Mike Young | Sciencx - » Privacy-Preserving Graph Learning System Lets Organizations Share Insights While Keeping Data Private. [Internet]. [Accessed ]. Available from: https://www.scien.cx/2025/02/19/privacy-preserving-graph-learning-system-lets-organizations-share-insights-while-keeping-data-private/
CHICAGO
" » Privacy-Preserving Graph Learning System Lets Organizations Share Insights While Keeping Data Private." Mike Young | Sciencx - Accessed . https://www.scien.cx/2025/02/19/privacy-preserving-graph-learning-system-lets-organizations-share-insights-while-keeping-data-private/
IEEE
" » Privacy-Preserving Graph Learning System Lets Organizations Share Insights While Keeping Data Private." Mike Young | Sciencx [Online]. Available: https://www.scien.cx/2025/02/19/privacy-preserving-graph-learning-system-lets-organizations-share-insights-while-keeping-data-private/. [Accessed: ]
rf:citation
» Privacy-Preserving Graph Learning System Lets Organizations Share Insights While Keeping Data Private | Mike Young | Sciencx | https://www.scien.cx/2025/02/19/privacy-preserving-graph-learning-system-lets-organizations-share-insights-while-keeping-data-private/ |

Please log in to upload a file.



There are no updates yet.
Click the Upload button above to add an update.

You must be logged in to translate posts. Please log in or register.

Related Posts