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Robust Join Processing with Diamond Hardened Joins

Summary: Identifies the “diamond problem”—joins that blow up redundant intermediate results (common in graph workloads and JOB)—and proposes Diamond Hardened Joins that split joins into Lookup & Expand suboperators. Reordering these avoids huge intermediates, yielding up to 500× speedups without the constant overheads of worst-case-optimal approaches and while preserving performance on regular TPC‑H/JOB queries. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13536
Venue
VLDB
Year
2024
Pagerank
6.1604282e-05
Overall Rank
4,465 | 68.94%
DOI
10.14778/3681954.3681995

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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
60 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00064439773
185 DuckDB: an Embeddable Analytical Database 2019 SIGMOD 0.00036538405
248 Eager Aggregation and Lazy Aggregation 1995 VLDB 0.00030785339
502 Worst-case Optimal Join Algorithms 2012 PODS 0.00021526612
735 Umbra: A Disk-Based System with In-Memory Performance 2020 CIDR 0.00017452467
1,056 The Dynamic Yannakakis Algorithm: Compact and Efficient Query Processing Under Updates 2017 SIGMOD 0.0001441128
1,341 Dynamic Programming Strikes Back 2008 SIGMOD 0.00012486285
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
2,200 LDBC Graphalytics: A Benchmark for Large-Scale Graph Analysis on Parallel and Distributed Platforms 2016 VLDB 9.3075881e-05
2,275 Adopting Worst-Case Optimal Joins in Relational Database Systems 2020 VLDB 9.1262202e-05
3,511 Accurate Summary-based Cardinality Estimation Through the Lens of Cardinality Estimation Graphs 2022 VLDB 7.0254052e-05
3,668 The LDBC Social Network Benchmark: Business Intelligence Workload 2023 VLDB 6.8591612e-05
4,276 Looking Ahead Makes Query Plans Robust: Making the Initial Case with In-Memory Star Schema Data Warehouse Workloads 2017 VLDB 6.2976602e-05
5,718 Conjunctive Queries with Comparisons 2022 SIGMOD 5.3552123e-05
5,765 Predicate Transfer: Efficient Pre-Filtering on Multi-Join Queries 2024 CIDR 5.336442e-05
5,967 Change Propagation Without Joins 2023 VLDB 5.250976e-05
6,305 Free Join: Unifying Worst-Case Optimal and Traditional Joins 2023 SIGMOD 5.1209718e-05
6,524 The 3D Hash Join: Building On Non-Unique Join Attributes 2022 CIDR 5.0274964e-05
7,250 A Scalable and Generic Approach to Range Joins 2022 VLDB 4.78908e-05
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