Compact Walks: Taming Knowledge-Graph Embeddings With Domain- and Task-Specific Pathways
Summary: CompactWalks uses domain- and task-specific regular-expression pathways to define semantic subgraphs for KG neighborhoods. Mitigates promiscuity and runtime bottlenecks in large biomedical KGs; case studies on drug–disease links and scalable embeddings. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Pei-Yu Hou
- 2. Daniel R. Korn
- 3. Cleber C. Melo-Filho
- 4. David R. Wright
- 5. Alexander Tropsha
- 6. Rada Chirkova
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,553 | Accelerating Sampling and Aggregation Operations in GNN Frameworks with GPU Initiated Direct Storage Accesses | 2024 | VLDB | 6.237297e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 2 of 2 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,729 | Realistic Re-evaluation of Knowledge Graph Completion Methods: An Experimental Study | 2020 | SIGMOD | 8.2539549e-05 |
| 4,845 | Medical Entity Disambiguation Using Graph Neural Networks | 2021 | SIGMOD | 6.5473603e-05 |
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