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: 14111
Venue: VLDB
Year: 2025
Pagerank: 4.1905499e-05
Overall Rank: 10,791 | 25.01%
DOI: 10.14778/3750601.3750630

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

Authors

Incoming Citations (Sorted by Pagerank)

Showing 0 of 0 citing papers.

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	0.00029084275
530	The LDBC Social Network Benchmark: Interactive Workload	2015	SIGMOD	0.00020823189
1,782	PG-Schema: Schemas for Property Graphs	2023	SIGMOD	0.00010557905
1,953	D-Bot: Database Diagnosis System using Large Language Models	2024	VLDB	9.9701097e-05
3,310	PG-Keys: Keys for Property Graphs	2021	SIGMOD	7.2370328e-05
4,735	AutoTQA: Towards Autonomous Tabular Question Answering through Multi-Agent Large Language Models	2024	VLDB	5.9538651e-05
5,802	Querying in the Age of Graph Databases and Knowledge Graphs	2021	SIGMOD	5.3209544e-05
8,218	Galaxybase: A High Performance Native Distributed Graph Database for HTAP	2024	VLDB	4.5515694e-05
8,442	Static Analysis of Graph Database Transformations	2023	PODS	4.5043421e-05
9,036	Transforming RDF Graphs to Property Graphs using Standardized Schemas	2024	SIGMOD	4.3997447e-05
9,038	Transforming Property Graphs	2024	VLDB	4.3997447e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
10,217	This is Going to Sound Crazy, But What If We Used Large Language Models to Boost Automatic Database Tuning Algorithms By Leveraging Prior History? We Will Find Better Configurations More Quickly Than Retraining From Scratch!	2026	SIGMOD	4.1905499e-05
10,674	LEGO-GraphRAG: Modularizing Graph-based Retrieval-Augmented Generation for Design Space Exploration	2025	VLDB	4.1905499e-05
9,992	Leveraging Query Optimizers to Verify the Soundness of LLM-based Query Rewrites for Real-World Workloads, and More!	2026	CIDR	4.1905499e-05
8,479	Can Large Language Models Be Query Optimizer for Relational Databases?	2026	SIGMOD	4.4967983e-05
9,676	Schema-Based Query Optimisation for Graph Databases	2025	SIGMOD	4.3006524e-05
8,919	Data Lakes Empowered by Knowledge Graph Technologies	2021	SIGMOD	4.4229886e-05
10,144	Beyond Relational: Semantic-Aware Multi-Modal Analytics with LLM-Native Query Optimization	2026	SIGMOD	4.1905499e-05
3,465	LLM-R2: A Large Language Model Enhanced Rule-based Rewrite System for Boosting Query Efficiency	2025	VLDB	7.0668293e-05
10,210	SchemaRAG: A Schema-aware Retrieval-Augmented Generation Framework for Text-to-SQL	2026	SIGMOD	4.1905499e-05
5,429	Logical and Physical Optimizations for SQL Query Execution over Large Language Models	2025	SIGMOD	5.511638e-05