GalaxyWeaver: Autonomous Table-to-Graph Conversion and Schema Optimization with Large Language Models

Summary: GalaxyWeaver leverages LLM agents to autonomously convert relational tables into query-aware graph schemas, moving beyond PK–FK heuristics and costly manual design. Prompt-guided analysis and iterative refinement align schemas to workloads, improving query latency and storage without heavy training data. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 14110
Venue: VLDB
Year: 2025
Pagerank: 4.1945683e-05
Overall Rank: 10,785 | 24.98%
DOI: 10.14778/3750601.3750630

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Rank	Citing Paper	Year	Venue	Pagerank

Outgoing Citations (Sorted by Pagerank)

Showing 11 of 11 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
281	LinkBench: a Database Benchmark Based on the Facebook Social Graph	2013	SIGMOD	0.0002906793
536	The LDBC Social Network Benchmark: Interactive Workload	2015	SIGMOD	0.00020722862
1,785	PG-Schema: Schemas for Property Graphs	2023	SIGMOD	0.00010560236
1,956	D-Bot: Database Diagnosis System using Large Language Models	2024	VLDB	9.960627e-05
3,306	PG-Keys: Keys for Property Graphs	2021	SIGMOD	7.2437997e-05
4,739	AutoTQA: Towards Autonomous Tabular Question Answering through Multi-Agent Large Language Models	2024	VLDB	5.959592e-05
5,792	Querying in the Age of Graph Databases and Knowledge Graphs	2021	SIGMOD	5.325937e-05
8,238	Galaxybase: A High Performance Native Distributed Graph Database for HTAP	2024	VLDB	4.5527159e-05
8,450	Static Analysis of Graph Database Transformations	2023	PODS	4.5086643e-05
9,034	Transforming RDF Graphs to Property Graphs using Standardized Schemas	2024	SIGMOD	4.4039656e-05
9,037	Transforming Property Graphs	2024	VLDB	4.4039656e-05

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