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COMPASS: Online Sketch-based Query Optimization for In-Memory Databases

Summary: COMPASS: online, sketch-based optimization for in-memory DBs using Fast-AGMS as a single statistics source. Push-down selections and online sketch updates; incremental sketches on the join graph improve plans and reduce runtime. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6120
Venue
SIGMOD
Year
2021
Pagerank
5.2898074e-05
Overall Rank
5,880 | 59.10%
DOI
10.1145/3448016.3452840

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Showing 13 of 13 citing papers.

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Showing 26 of 26 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
71 How Good Are Query Optimizers, Really? 2016 VLDB 0.00059038975
99 On the Propagation of Errors in the Size of Join Results 1991 SIGMOD 0.00050022914
102 The Case for Learned Index Structures 2018 SIGMOD 0.00049545203
115 Eddies: Continuously Adaptive Query Processing 2000 SIGMOD 0.00046221215
141 Selectivity Estimation Without the Attribute Value Independence Assumption 1997 VLDB 0.00041786333
204 Learned Cardinalities: Estimating Correlated Joins with Deep Learning 2019 CIDR 0.00034784455
220 Efficient Mid-Query Re-Optimization of Sub-Optimal Query Execution Plans 1998 SIGMOD 0.00033194808
333 Neo: A Learned Query Optimizer 2019 VLDB 0.00027206884
454 An Overview of Query Optimization in Relational Systems 1998 PODS 0.00022734812
502 Worst-case Optimal Join Algorithms 2012 PODS 0.00021526612
549 Tracking Join and Self-Join Sizes in Limited Storage 1999 PODS 0.00020376603
1,064 Processing Complex Aggregate Queries over Data Streams 2002 SIGMOD 0.00014356481
1,105 Cardinality Estimation Done Right: Index-Based Join Sampling 2017 CIDR 0.00013990395
1,193 Join Size Estimation Subject to Filter Conditions 2015 VLDB 0.00013414989
1,254 Selectivity Estimation for Range Predicates using Lightweight Models 2019 VLDB 0.00013027411
1,392 Sketching Streams Through the Net: Distributed Approximate Query Tracking 2005 VLDB 0.00012229045
1,981 Improved Selectivity Estimation by Combining Knowledge from Sampling and Synopses 2018 VLDB 9.8687545e-05
2,142 Pessimistic Cardinality Estimation: Tighter Upper Bounds for Intermediate Join Cardinalities 2019 SIGMOD 9.4507296e-05
2,165 Self-Tuning, GPU-Accelerated Kernel Density Models for Multidimensional Selectivity Estimation 2015 SIGMOD 9.389622e-05
2,219 SkinnerDB: Regret-Bounded Query Evaluation via Reinforcement Learning 2019 SIGMOD 9.2623533e-05
2,377 CS2: A New Database Synopsis for Query Estimation 2013 SIGMOD 8.9402115e-05
2,669 A Black-Box Approach to Query Cardinality Estimation 2007 CIDR 8.3389856e-05
2,969 Estimating Join Selectivities using Bandwidth-Optimized Kernel Density Models 2017 VLDB 7.7974762e-05
3,725 Estimating Cardinalities with Deep Sketches 2019 SIGMOD 6.8170734e-05
4,237 Statistical Analysis of Sketch Estimators 2007 SIGMOD 6.3333486e-05
6,874 ROX: Run-time Optimization of XQueries 2009 SIGMOD 4.8978984e-05
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