Structural Generalizability: The Case of Similarity Search
Summary: Defines structural generalizability for graph ML, focusing on similarity search. Proposes a generalizable similarity search algorithm, simplified to light user guidance; experiments show effectiveness across structures and better efficiency than baselines. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Authors
- 1. Yodsawalai Chodpathumwan (King Mongkut's University of Technology North Bangkok; University of Illinois Urbana-Champaign)
- 2. Arash Termehchy (Oregon State University)
- 3. Stephen A. Ramsey (Oregon State University)
- 4. Aayam Shresta (Oregon State University)
- 5. Amy Glen (Oregon State University)
- 6. Zheng Liu (Oregon State University)
BibTeX Citation
@inproceedings{chodpathumwan_sigmod21,
title = {{Structural Generalizability: The Case of Similarity Search}},
author = {Chodpathumwan, Yodsawalai and Termehchy, Arash and Ramsey, Stephen A. and Shresta, Aayam and Glen, Amy and Liu, Zheng},
series = {{SIGMOD} '21},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/3448016.3457316},
url = {https://dl.acm.org/doi/10.1145/3448016.3457316},
year = {2021}
}
Incoming Citations (Sorted by Pagerank)
Showing 0 of 0 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 18 of 18 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 4,372 | Schemaless and Structureless Graph Querying | 2014 | VLDB |
| 2 | 9,149 | Semantic SPARQL Similarity Search Over RDF Knowledge Graphs | 2016 | VLDB |
| 3 | 10,900 | A Comprehensive Survey and Experimental Study of Learning-based Community Search | 2025 | VLDB |
| 4 | 3,548 | Efficient Subgraph Similarity Search on Large Probabilistic Graph Databases | 2012 | VLDB |
| 5 | 12,159 | Leveraging Graph Dimensions in Online Graph Search | 2015 | VLDB |
| 6 | 3,311 | Connected Substructure Similarity Search | 2010 | SIGMOD |
| 7 | 591 | Substructure Similarity Search in Graph Databases | 2005 | SIGMOD |
| 8 | 3,522 | A Partition-Based Approach to Structure Similarity Search | 2014 | VLDB |
| 9 | 364 | Graph Clustering Based on Structural/Attribute Similarities | 2009 | VLDB |
| 10 | 9,134 | Universal-DB: Towards Representation Independent Graph Analytics | 2015 | VLDB |