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Distributed GPU Joins on Fast RDMA-capable Networks

Summary: Pipelined distributed GPU joins on fast RDMA networks overlap shuffling with build/probe to hide GPU idle time. RDMA/GPUDirect-based algorithms scale to arbitrarily large tables and show up to 6x faster full queries versus CPU-only joins. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6533
Venue
SIGMOD
Year
2023
Pagerank
5.1446966e-05
Overall Rank
6,220 | 56.78%
DOI
10.1145/3588709

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 12 of 12 citing papers.

Rank Citing Paper Year Venue Pagerank
7,570 Powerful GPUs or Fast Interconnects: Analyzing Relational Workloads on Modern GPUs 2025 VLDB 4.7039167e-05
7,752 Efficiently Processing Joins and Grouped Aggregations on GPUs 2025 SIGMOD 4.6558737e-05
7,917 Terabyte-Scale Analytics in the Blink of an Eye 2026 VLDB 4.6129625e-05
8,647 Zero-sided RDMA: Network-driven Data Shuffling for Disaggregated Heterogeneous Cloud DBMSs 2024 SIGMOD 4.4720005e-05
8,846 Scaling your Hybrid CPU-GPU DBMS to Multiple GPUs 2024 VLDB 4.432948e-05
9,458 DPDPU: Data Processing with DPUs 2025 CIDR 4.3344018e-05
9,837 Efficiently Joining Large Relations on Multi-GPU Systems 2025 VLDB 4.269939e-05
10,143 Beluga: A CXL-Based Memory Architecture for Scalable and Efficient LLM KVCache Management 2026 SIGMOD 4.1905499e-05
10,253 Scalable GPU Acceleration of Scalar Functions in Analytical Databases: Compilation, Benchmarking, and Optimization 2026 VLDB 4.1905499e-05
10,755 Scaling GPU-Accelerated Databases beyond GPU Memory Size 2025 VLDB 4.1905499e-05
10,860 Analyzing Near-Network Hardware Acceleration with Co-Processing on DPUs 2025 VLDB 4.1905499e-05
10,984 Enabling Adaptive Sampling for Intra-Window Join: Simultaneously Optimizing Quantity and Quality 2024 SIGMOD 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 20 of 20 cited papers.

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

Rank Cited Paper Year Venue Pagerank
403 Multi-Core, Main-Memory Joins: Sort vs. Hash Revisited 2014 VLDB 0.00024176677
771 Relational Joins on Graphics Processors 2008 SIGMOD 0.00016813054
932 Fast Sort on CPUs and GPUs: A Case for Bandwidth Oblivious SIMD Sort 2010 SIGMOD 0.00015227954
1,196 Rack-Scale In-Memory Join Processing using RDMA 2015 SIGMOD 0.00013378379
1,271 The Yin and Yang of Processing Data Warehousing Queries on GPU Devices 2013 VLDB 0.00012900735
1,351 The End of Slow Networks: It's Time for a Redesign 2016 VLDB 0.00012439556
1,813 The End of a Myth: Distributed Transactions Can Scale 2017 VLDB 0.00010452333
1,834 Designing Distributed Tree-based Index Structures for Fast RDMA-capable Networks 2019 SIGMOD 0.00010364718
2,044 A Study of the Fundamental Performance Characteristics of GPUs and CPUs for Database Analytics 2020 SIGMOD 9.6963999e-05
2,292 Pipelined Query Processing in Coprocessor Environments 2018 SIGMOD 9.0884645e-05
2,523 Revisiting Co-Processing for Hash Joins on the Coupled CPU-GPU Architecture 2013 VLDB 8.599693e-05
2,914 Quantifying TPC-H Choke Points and Their Optimizations 2020 VLDB 7.9197583e-05
3,307 Robust Query Processing in Co-Processor-accelerated Databases 2016 SIGMOD 7.2391191e-05
3,328 Pump Up the Volume: Processing Large Data on GPUs with Fast Interconnects 2020 SIGMOD 7.2136181e-05
3,428 Distributed Join Algorithms on Thousands of Cores 2017 VLDB 7.1002401e-05
3,698 Why it is time for a HyPE: A Hybrid Query Processing Engine for Efficient GPU Coprocessing in DBMS 2013 VLDB 6.8278944e-05
3,899 Efficient Join Algorithms For Large Database Tables in a Multi-GPU Environment 2021 VLDB 6.6513982e-05
4,000 MG-Join: A Scalable Join for Massively Parallel Multi-GPU Architectures 2021 SIGMOD 6.5419402e-05
4,449 DFI: The Data Flow Interface for High-Speed Networks 2021 SIGMOD 6.1740574e-05
5,251 Triton Join: Efficiently Scaling to a Large Join State on GPUs with Fast Interconnects 2022 SIGMOD 5.6003972e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
2,599 Design and Evaluation of Parallel Pipelined Join Algorithms 1987 SIGMOD 8.4655075e-05
2,523 Revisiting Co-Processing for Hash Joins on the Coupled CPU-GPU Architecture 2013 VLDB 8.599693e-05
7,209 GPU-accelerated data management under the test of time 2020 CIDR 4.7949787e-05
3,328 Pump Up the Volume: Processing Large Data on GPUs with Fast Interconnects 2020 SIGMOD 7.2136181e-05
5,251 Triton Join: Efficiently Scaling to a Large Join State on GPUs with Fast Interconnects 2022 SIGMOD 5.6003972e-05
771 Relational Joins on Graphics Processors 2008 SIGMOD 0.00016813054
1,196 Rack-Scale In-Memory Join Processing using RDMA 2015 SIGMOD 0.00013378379
7,752 Efficiently Processing Joins and Grouped Aggregations on GPUs 2025 SIGMOD 4.6558737e-05
9,837 Efficiently Joining Large Relations on Multi-GPU Systems 2025 VLDB 4.269939e-05
3,899 Efficient Join Algorithms For Large Database Tables in a Multi-GPU Environment 2021 VLDB 6.6513982e-05