Proactive Re-optimization with Rio
Summary: Rio uses uncertainty intervals around statistics in plan enumeration and costing to pick robust plans or defer decisions. It collects intermediate-subexpression statistics during execution for rapid re-optimization; prototype built on Predator demonstrates viability. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Shivnath Babu
- 2. Pedro Bizarro
- 3. David DeWitt
Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,342 | Identifying Robust Plans through Plan Diagram Reduction | 2008 | VLDB | 6.2680535e-05 |
| 6,683 | Adaptive and Robust Query Execution for Lakehouses at Scale | 2024 | VLDB | 4.9593505e-05 |
| 8,184 | Dynamic Plan Generation for Parameterized Queries | 2009 | SIGMOD | 4.5615174e-05 |
| 8,660 | Learned Offline Query Planning via Bayesian Optimization | 2025 | SIGMOD | 4.4680058e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 3 of 3 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 221 | Efficient Mid-Query Re-Optimization of Sub-Optimal Query Execution Plans | 1998 | SIGMOD | 0.00033182072 |
| 650 | Robust Query Processing through Progressive Optimization | 2004 | SIGMOD | 0.0001865144 |
| 1,268 | Proactive Re-Optimization | 2005 | SIGMOD | 0.00012914584 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,277 | Uncertainty Aware Query Execution Time Prediction | 2014 | VLDB | 5.1260947e-05 |
| 1,756 | Sampling-Based Query Re-Optimization | 2016 | SIGMOD | 0.00010659753 |
| 2,867 | Optimization of Queries with User-defined Predicates | 1996 | VLDB | 7.9931252e-05 |
| 786 | Exploiting Statistics on Query Expressions for Optimization | 2002 | SIGMOD | 0.00016624743 |
| 342 | Optimization of Dynamic Query Evaluation Plans | 1994 | SIGMOD | 0.00026836424 |
| 10,635 | Robust Plan Evaluation based on Approximate Probabilistic Machine Learning | 2025 | VLDB | 4.1905499e-05 |
| 221 | Efficient Mid-Query Re-Optimization of Sub-Optimal Query Execution Plans | 1998 | SIGMOD | 0.00033182072 |
| 5,737 | Enabling Incremental Query Re-Optimization | 2016 | SIGMOD | 5.3459609e-05 |
| 680 | Towards a Robust Query Optimizer: A Principled and Practical Approach | 2005 | SIGMOD | 0.00018193263 |
| 1,268 | Proactive Re-Optimization | 2005 | SIGMOD | 0.00012914584 |