Workload-driven, Lazy Discovery of Data Dependencies for Query Optimization
Summary: Workload-driven, lazy discovery that extracts dependency candidates from executed plans, validates them dynamically, and maintains lightweight metadata to enable practical dependency-based query optimizations. Hyrise prototype shows feasibility and up to 27% JOB speedup, demonstrating practicality in columnar DBMSs. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Jan Kossmann (Hasso Plattner Institute)
- 2. Daniel Lindner (Hasso Plattner Institute)
- 3. Felix Naumann (Hasso Plattner Institute)
- 4. Thorsten Papenbrock (Philipps University Marburg)
BibTeX Citation
@inproceedings{kossmann_cidr22,
address = {Amsterdam, Netherlands},
series = {{CIDR} '22},
title = {{Workload-driven, Lazy Discovery of Data Dependencies for Query Optimization}},
booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
author = {Kossmann, Jan and Lindner, Daniel and Naumann, Felix and Papenbrock, Thorsten},
year = {2022}
}Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,280 | Themis: A GPU-accelerated Relational Query Execution Engine | 2025 | VLDB | 5.2933689e-05 |
| 9,913 | Adaptive data transformations for QaaS | 2025 | CIDR | 5.1955087e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 6 of 6 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 18 | How Good Are Query Optimizers, Really? | 2016 | VLDB | 0.00059284255 |
| 103 | DuckDB: an Embeddable Analytical Database | 2019 | SIGMOD | 0.00034161428 |
| 476 | The Making of TPC-DS | 2006 | VLDB | 0.00017860667 |
| 618 | A Hybrid Approach to Functional Dependency Discovery | 2016 | SIGMOD | 0.00015711835 |
| 941 | Data Blocks: Hybrid OLTP and OLAP on Compressed Storage using both Vectorization and Compilation | 2016 | SIGMOD | 0.00013078348 |
| 6,720 | Fast Incremental Discovery of Pointwise Order Dependencies | 2020 | VLDB | 5.794237e-05 |
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