On Join Sampling and the Hardness of Combinatorial Output-Sensitive Join Algorithms
Summary: Dynamic index for equi-joins using Õ(IN) space and O(1) updates, returning a uniform join sample in Õ(IN^{rho*}/max{1,OUT}) time w.h.p., where rho* is the fractional edge covering number. Shows that under the combinatorial k-clique hypothesis no combinatorial algorithm can output the full join in O(IN^{rho*−ε}) w.h.p. even when OUT ≤ IN^{ε}, thereby justifying the O(IN^{rho*}) worst-case optimal bound. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Shiyuan Deng
- 2. Shangqi Lu
- 3. Yufei Tao
Incoming Citations (Sorted by Pagerank)
Showing 9 of 9 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,104 | Guaranteeing the O~(AGM/OUT) Runtime for Uniform Sampling and Size Estimation over Joins | 2023 | PODS | 5.6946113e-05 |
| 8,959 | Reservoir Sampling over Joins | 2024 | SIGMOD | 4.4206222e-05 |
| 8,966 | Output-sensitive Conjunctive Query Evaluation | 2024 | PODS | 4.4193184e-05 |
| 10,227 | Sample-based Distinct Cardinality Estimation for Multiple Attributes in Multi-Dataset Queries | 2026 | VLDB | 4.1945683e-05 |
| 10,324 | Towards Efficient Random-Order Enumeration for Join Queries | 2026 | VLDB | 4.1945683e-05 |
| 10,342 | An Improved Fully Dynamic Algorithm for Counting 4-Cycles in General Graphs Using Fast Matrix Multiplication | 2025 | PODS | 4.1945683e-05 |
| 10,377 | FastPDB: Towards Bag-Probabilistic Queries at Interactive Speeds | 2025 | SIGMOD | 4.1945683e-05 |
| 10,927 | Computing A Well-Representative Summary of Conjunctive Query Results | 2024 | PODS | 4.1945683e-05 |
| 10,981 | Enabling Adaptive Sampling for Intra-Window Join: Simultaneously Optimizing Quantity and Quality | 2024 | SIGMOD | 4.1945683e-05 |
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 15 of 15 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
Previous
Page 1 / 1
Next
Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,028 | Tight Fine-Grained Bounds for Direct Access on Join Queries | 2022 | PODS | 4.6028646e-05 |
| 8,159 | Computing Complex Temporal Join Queries Efficiently | 2022 | SIGMOD | 4.5729025e-05 |
| 8,061 | Efficient Computation of Quantiles over Joins | 2023 | PODS | 4.5943269e-05 |
| 8,966 | Output-sensitive Conjunctive Query Evaluation | 2024 | PODS | 4.4193184e-05 |
| 3,515 | Scalable Computation of Acyclic Joins (Extended Abstract) | 2006 | PODS | 7.0220813e-05 |
| 10,324 | Towards Efficient Random-Order Enumeration for Join Queries | 2026 | VLDB | 4.1945683e-05 |
| 502 | Worst-case Optimal Join Algorithms | 2012 | PODS | 0.00021526612 |
| 2,275 | Adopting Worst-Case Optimal Joins in Relational Database Systems | 2020 | VLDB | 9.1262202e-05 |
| 8,959 | Reservoir Sampling over Joins | 2024 | SIGMOD | 4.4206222e-05 |
| 5,104 | Guaranteeing the O~(AGM/OUT) Runtime for Uniform Sampling and Size Estimation over Joins | 2023 | PODS | 5.6946113e-05 |