More Efficient Datalog Queries: Subsumptive Tabling Beats Magic Sets
Summary: Subsumptive tabling enables high reuse in top-down evaluation, beating magic-sets bottom-up for Datalog queries. Subsumptive demand transformation makes bottom-up mimic top-down; subsumption optimization boosts reuse, validated on ontology benchmarks. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,267 | On the Optimization of Recursive Relational Queries: Application to Graph Queries | 2020 | SIGMOD | 5.5930569e-05 |
| 6,650 | Efficient Identification of Implicit Facts in Incomplete OWL2-EL Knowledge Bases | 2014 | VLDB | 4.9715438e-05 |
| 9,713 | Materializing Knowledge Bases via Trigger Graphs | 2021 | VLDB | 4.2951473e-05 |
| 11,056 | Efficient Enumeration of Recursive Plans in Transformation-based Query Optimizers | 2024 | VLDB | 4.1905499e-05 |
| 11,250 | Scalable Reasoning on Document Stores via Instance-Aware Query Rewriting | 2023 | VLDB | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 209 | OPTIMIZING DATALOG PROGRAMS (Extended Abstract) | 1987 | PODS | 0.00034147258 |
| 289 | Declarative Information Extraction Using Datalog with Embedded Extraction Predicates | 2007 | VLDB | 0.00028865317 |
| 1,122 | Bottom-Up Beats Top-Down For Datalog | 1989 | PODS | 0.00013837099 |
| 2,887 | Semantic Query Optimization in Datalog Programs (Extended Abstract) | 1995 | PODS | 7.9640219e-05 |
| 6,955 | Adding Magic to an Optimising Datalog Compiler | 2008 | SIGMOD | 4.8812945e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,122 | Bottom-Up Beats Top-Down For Datalog | 1989 | PODS | 0.00013837099 |
| 6,234 | Inherent Complexity of Recursive Queries (Extended Abstract) | 1999 | PODS | 5.1387584e-05 |
| 6,363 | On the Expected Size of Recursive Datalog Queries | 1991 | PODS | 5.0896537e-05 |
| 5,996 | Evaluating Datalog over Semirings: A Grounding-based Approach | 2024 | PODS | 5.2365238e-05 |
| 6,955 | Adding Magic to an Optimising Datalog Compiler | 2008 | SIGMOD | 4.8812945e-05 |
| 12,914 | Structural Query Optimization — A Uniform Framework For Semantic Query Optimization In Deductive Databases | 1991 | PODS | 4.1905499e-05 |
| 8,941 | Efficiently Ordering Subgoals with Access Constraints [Extended Abstract] | 2006 | PODS | 4.4229886e-05 |
| 5,637 | Efficient Implementation of Loops in Bottom-Up Evaluation of Logic Queries | 1990 | VLDB | 5.3978567e-05 |
| 2,723 | A General Datalog-Based Framework for Tractable Query Answering over Ontologies | 2009 | PODS | 8.2314732e-05 |
| 2,048 | Efficient Evaluation of Right-, Left-, and Multi-Linear Rules | 1989 | SIGMOD | 9.689916e-05 |