Towards personal data store-based retrieval augmented generation in mobile computing

<p>Conversational AI agents have the potential to dramatically improve human ability to interact with the digital world. However, this is currently limited by data sharing between disparate application domains. A decentralized data exchange based on personal data stores can exist for applications to enable knowledge integration across these domains. Knowledge graphs and vector embeddings are critical to scale this behavior. In this work, we create and evaluate a prototype mobile-based retrieval augmented generation architecture based on personal data stores.</p>

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-06-12
DOI
https://doi.org/10.5281/zenodo.16913027
Primary Topic
Geochemistry and Geologic Mapping
Type
article
Field-Weighted Citation Impact
0.00
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article

Towards personal data store-based retrieval augmented generation in mobile computing

Zenodo (CERN European Organization for Nuclear Research)
Geochemistry and Geologic Mapping
article

Towards personal data store-based retrieval augmented generation in mobile computing

article en

Abstract

<p>Conversational AI agents have the potential to dramatically improve human ability to interact with the digital world. However, this is currently limited by data sharing between disparate application domains. A decentralized data exchange based on personal data stores can exist for applications to enable knowledge integration across these domains. Knowledge graphs and vector embeddings are critical to scale this behavior. In this work, we create and evaluate a prototype mobile-based retrieval augmented generation architecture based on personal data stores.</p>

Zenodo (CERN European Organization for Nuclear Research)
Industry, innovation and infrastructure
Openalex Percentile: Top 67%
Geochemistry and Geologic Mapping
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Towards personal data store-based retrieval augmented generation in mobile computing · Zenodo (CERN European Organization for Nuclear Research) (2025) | TGRS Research Map | TGRS