XLJoins
Summary: XLJoins map a join query to a probabilistic graphical model over distinct values, delivering 5× speedups over tuple-based methods. Handles missing and large joins, producing uniform, independent samples via PGMs with per-table models for AQP and ML. (summarized by gpt-5-nano on Feb 09 2026)
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Showing 8 of 8 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 | On Random Sampling over Joins | 1999 | SIGMOD | 0.00092385438 |
| 211 | Join Synopses for Approximate Query Answering | 1999 | SIGMOD | 0.00033981214 |
| 608 | DeepDB: Learn from Data, not from Queries! | 2020 | VLDB | 0.00019235898 |
| 910 | NeuroCard: One Cardinality Estimator for All Tables | 2021 | VLDB | 0.00015423056 |
| 1,204 | VerdictDB: Universalizing Approximate Query Processing | 2018 | SIGMOD | 0.00013319541 |
| 1,369 | Random Sampling over Joins Revisited | 2018 | SIGMOD | 0.00012339777 |
| 2,501 | DBEst: Revisiting Approximate Query Processing Engines with Machine Learning Models | 2019 | SIGMOD | 8.6453446e-05 |
| 2,588 | Database Learning: Toward a Database that Becomes Smarter Every Time | 2017 | SIGMOD | 8.4909562e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,150 | Efficient Join Synopsis Maintenance for Data Warehouse | 2020 | SIGMOD | 5.6626586e-05 |
| 4,245 | A Disk-Based Join With Probabilistic Guarantees* | 2005 | SIGMOD | 6.3272687e-05 |
| 18 | On Random Sampling over Joins | 1999 | SIGMOD | 0.00092385438 |
| 10,254 | Secure Multi-Party Sampling over Joins | 2026 | VLDB | 4.1945683e-05 |
| 4,953 | On Join Sampling and the Hardness of Combinatorial Output-Sensitive Join Algorithms | 2023 | PODS | 5.8085795e-05 |
| 1,167 | Learning Generalized Linear Models Over Normalized Data | 2015 | SIGMOD | 0.00013547713 |
| 2,254 | Two-Level Sampling for Join Size Estimation | 2017 | SIGMOD | 9.1897043e-05 |
| 3,898 | Efficient Join Algorithms For Large Database Tables in a Multi-GPU Environment | 2021 | VLDB | 6.6551268e-05 |
| 8,959 | Reservoir Sampling over Joins | 2024 | SIGMOD | 4.4206222e-05 |
| 5,951 | PGMJoins: Random Join Sampling with Graphical Models | 2021 | SIGMOD | 5.2592385e-05 |