Research map / Graph learning / Knowledge and temporal graphs
Column-Oriented Datalog Materialization for Large Knowledge Graphs
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add Mismatching Rules and Redundant Rules dynamic optimizations (ablation) | VLog · Claros/L | materialization time (sec): 3169 -> 644 | Helped |
| add Redundant Rules optimization (on top of MR) (ablation) | VLog · Claros/L | materialization time (sec): 3130 -> 644 | Helped |
| add Mismatching Rules optimization (on top of RR) (ablation) | VLog · Claros/L | materialization time (sec): 684 -> 644 | No clear effect |
| add dynamic optimizations (ablation) | VLog · LUBM and DBpedia | materialization time (sec): 40 -> 38 (LUBM1K/L) | No clear effect |
| add memoization (ablation) | VLog · LUBM1K/O | total time (sec): 1514 -> 236.5 | Helped |
| add memoization (ablation) | VLog · LUBM1K/L | total time (sec): 38 -> 41.5 | No clear effect |
| use VLog column-based layout instead of RDFox (seq) | Datalog materialization · LUBM1K/L | peak memory (MB): 11884 -> 2198 | Helped |
Closest papers by meaning
- Optimised Storage for Datalog Reasoning (AAAI 2024 · similarity 0.91)
- Column-Oriented Datalog on the GPU (AAAI 2025 · similarity 0.88)
- Optimised Maintenance of Datalog Materialisations (AAAI 2018 · similarity 0.87)
- Talk like a Graph: Encoding Graphs for Large Language Models (ICLR 2024 · similarity 0.83)
- LogicCat: A Chain-of-Thought Text-to-SQL Benchmark for Complex Reasoning (AAAI 2026 · similarity 0.83)
- Reasoning of Large Language Models over Knowledge Graphs with Super-Relations (ICLR 2025 · similarity 0.83)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.