QuickFOIL: Scalable Inductive Logic Programming
Summary: QuickFOIL: scalable ILP for learning first-order rules from relational data. Novel scoring and aggressive pruning enable large-scale ILP; in-RDBMS implementation tackles query processing and delivers orders-of-magnitude efficiency on hundreds of millions of tuples. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Qiang Zeng
- 2. Jignesh M. Patel
- 3. David Page
Incoming Citations (Sorted by Pagerank)
Showing 7 of 7 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,777 | Quickstep: A Data Platform Based on the Scaling-Up Approach | 2018 | VLDB | 8.1346418e-05 |
| 7,663 | Schema Independent Relational Learning | 2017 | SIGMOD | 4.6812239e-05 |
| 7,868 | Learning Over Dirty Data Without Cleaning | 2020 | SIGMOD | 4.6276013e-05 |
| 9,885 | Scalable and Usable Relational Learning With Automatic Language Bias | 2021 | SIGMOD | 4.2580321e-05 |
| 10,177 | InferF: Declarative Factorization of AI/ML Inferences over Joins | 2026 | SIGMOD | 4.1905499e-05 |
| 11,038 | Relational Query Synthesis ⋈ Decision Tree Learning | 2024 | VLDB | 4.1905499e-05 |
| 11,885 | Schema Independent and Scalable Relational Learning By Castor | 2016 | VLDB | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 9 of 9 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 139 | The MADlib Analytics Library or MAD Skills, the SQL | 2012 | VLDB | 0.00042320525 |
| 515 | QPipe: A Simultaneously Pipelined Relational Query Engine | 2005 | SIGMOD | 0.00021209491 |
| 638 | Towards a Unified Architecture for in-RDBMS Analytics | 2012 | SIGMOD | 0.00018810785 |
| 1,027 | Cooperative Scans: Dynamic Bandwidth Sharing in a DBMS | 2007 | VLDB | 0.0001458537 |
| 1,296 | The DataPath System: A Data-Centric Analytic Processing Engine for Large Data Warehouses | 2010 | SIGMOD | 0.00012742585 |
| 1,430 | A Scalable, Predictable Join Operator for Highly Concurrent Data Warehouses | 2009 | VLDB | 0.0001202506 |
| 1,494 | Ricardo: Integrating R and Hadoop | 2010 | SIGMOD | 0.00011677793 |
| 2,038 | Proof-Tree Transformation Theorems and Their Applications | 1989 | PODS | 9.7062591e-05 |
| 5,612 | Design and Evaluation of Storage Organizations for Read-Optimized Main Memory Databases | 2013 | VLDB | 5.4104818e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,296 | FlowLog: Efficient and Extensible Datalog via Incrementality | 2026 | VLDB | 4.1905499e-05 |
| 1,015 | Tuffy: Scaling up Statistical Inference in Markov Logic Networks using an RDBMS | 2011 | VLDB | 0.00014630577 |
| 6,602 | Teaching an RDBMS about ontological constraints | 2016 | VLDB | 4.9924633e-05 |
| 1,727 | QuickSel: Quick Selectivity Learning with Mixture Models | 2020 | SIGMOD | 0.00010731889 |
| 332 | Accelerating Machine Learning Inference with Probabilistic Predicates | 2018 | SIGMOD | 0.00027173479 |
| 9,775 | Structure-Aware Machine Learning over Multi-Relational Databases | 2021 | SIGMOD | 4.2815042e-05 |
| 10,574 | Holistic query Approximation via RL Modeling | 2025 | VLDB | 4.1905499e-05 |
| 6,550 | Rule-Based Translation of Relational Queries into Iterative Programs | 1986 | SIGMOD | 5.0113524e-05 |
| 12,892 | Learning Efficient Query Processing Strategies | 1992 | PODS | 4.1905499e-05 |
| 11,655 | Query-Driven Learning for Next Generation Predictive Modeling & Analytics | 2019 | SIGMOD | 4.1905499e-05 |