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DPconv: Super-Polynomially Faster Join Ordering

Summary: DPconv introduces a subset-convolution based framework for exact join ordering. It breaks the O(3^n) barrier, delivering super-polynomial speedups over DPccp, up to 30x faster for large-clique C_max cost queries. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6982
Venue
SIGMOD
Year
2024
Pagerank
4.1945683e-05
Overall Rank
10,987 | 23.57%
DOI
10.1145/3698809

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Showing 19 of 19 cited papers.

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

Rank Cited Paper Year Venue Pagerank
1 Access Path Selection in a Relational Database Management System 1979 SIGMOD 0.0040449103
71 How Good Are Query Optimizers, Really? 2016 VLDB 0.00059038975
143 Optimization of Nonrecursive Queries 1986 VLDB 0.00041510555
219 Grammar-like Functional Rules for Representing Query Optimization Alternatives 1988 SIGMOD 0.00033244259
423 Measuring the Complexity of Join Enumeration in Query Optimization 1990 VLDB 0.00023669348
502 Worst-case Optimal Join Algorithms 2012 PODS 0.00021526612
978 Rapid Bushy Join-order Optimization with Cartesian Products 1996 SIGMOD 0.00014881073
1,341 Dynamic Programming Strikes Back 2008 SIGMOD 0.00012486285
1,619 Adaptive Optimization of Very Large Join Queries 2018 SIGMOD 0.00011111678
1,826 Analysis of Two Existing and One New Dynamic Programming Algorithm for the Generation of Optimal Bushy Join Trees without Cross Products 2006 VLDB 0.00010400425
2,050 Optimal Top-Down Join Enumeration 2007 SIGMOD 9.6886663e-05
2,783 Flow-Loss: Learning Cardinality Estimates That Matter 2021 VLDB 8.1293383e-05
3,474 Solving the Join Ordering Problem via Mixed Integer Linear Programming 2017 SIGMOD 7.0625972e-05
4,194 On the Complexity of Approximate Query Optimization 2002 PODS 6.3697822e-05
4,593 Auto-WLM: Machine Learning Enhanced Workload Management in Amazon Redshift 2023 SIGMOD 6.0606891e-05
4,738 Query Simplification: Graceful Degradation for Join-Order Optimization 2009 SIGMOD 5.9600502e-05
5,626 Ready to Leap (by Co-Design)? Join Order Optimisation on Quantum Hardware 2023 SIGMOD 5.4044935e-05
6,972 Predicate Caching: Query-Driven Secondary Indexing for Cloud Data Warehouses 2024 SIGMOD 4.8785237e-05
8,164 Efficiently Computing Join Orders with Heuristic Search 2023 SIGMOD 4.5718104e-05
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