Machine Learning for Graph Data Management and Query Processing

Summary: Comprehensive survey/tutorial of ML methods for graph databases, covering data management (quality, graph generation) and query processing (RL-based planning, deep cardinality estimation, subgraph isomorphism, similarity, community search). Highlights ML gains in latency and generalization but stresses unique DB challenges—scalability, adaptability, robustness—and outlines open research directions. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 14189
Venue: VLDB
Year: 2025
Pagerank: 4.1945683e-05
Overall Rank: 10,843 | 24.57%
DOI: 10.14778/3750601.3750702

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 12 of 12 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
3,001	Neural Subgraph Counting with Wasserstein Estimator	2022	SIGMOD	7.7404487e-05
3,752	Computing Graph Edit Distance via Neural Graph Matching	2023	VLDB	6.7879009e-05
6,146	Distributed Graph Simulation: Impossibility and Possibility	2014	VLDB	5.1857597e-05
6,259	Neural Attributed Community Search at Billion Scale	2023	SIGMOD	5.1355079e-05
6,441	Efficient Exact Subgraph Matching via GNN-based Path Dominance Embedding	2024	VLDB	5.0603113e-05
6,600	Missing Data Imputation with Uncertainty-Driven Network	2024	SIGMOD	4.9972581e-05
6,862	Join Order Selection with Deep Reinforcement Learning: Fundamentals, Techniques, and Challenges	2023	VLDB	4.9051979e-05
7,936	Machine Learning for Subgraph Extraction: Methods, Applications and Challenges	2023	VLDB	4.613363e-05
8,821	Efficient Unsupervised Community Search with Pre-trained Graph Transformer	2024	VLDB	4.4417735e-05
9,553	Deep Overlapping Community Search via Subspace Embedding	2025	SIGMOD	4.3254416e-05
10,632	Efficient and Accurate Subgraph Counting: A Bottom-up Flow-learning Based Approach	2025	VLDB	4.1945683e-05
10,675	On LLM-Enhanced Mixed-Type Data Imputation with High-Order Message Passing	2025	VLDB	4.1945683e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
5,994	A Query Language Perspective on Graph Learning	2023	PODS	5.2415551e-05
6,639	Modern Techniques for Querying Graph-Structured Relations: Foundations, System Implementations, and Open Challenges	2022	VLDB	4.9801324e-05
8,637	Machine Learning for Data Management: Problems and Solutions	2018	SIGMOD	4.479892e-05
7,607	Systems for Scalable Graph Analytics and Machine Learning: Trends and Methods	2025	VLDB	4.6967024e-05
4,278	Similarity Query Processing for High-Dimensional Data	2020	VLDB	6.2953764e-05
7,936	Machine Learning for Subgraph Extraction: Methods, Applications and Challenges	2023	VLDB	4.613363e-05
4,906	Machine Learning for Big Data	2013	SIGMOD	5.8389053e-05
7,865	Graph Data Management Systems for New Application Domains	2011	VLDB	4.6326563e-05
1,532	Data Management in Machine Learning: Challenges, Techniques, and Systems	2017	SIGMOD	0.00011472681
5,861	Machine Learning for Databases	2021	VLDB	5.298883e-05