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Robust Query Processing in Co-Processor-accelerated Databases

Summary: Identifies cache thrashing and heap contention as key bottlenecks in co-processor-accelerated query engines. Proposes data-driven operator placement and query chopping; together they deliver robust, scalable performance validated on CoGaDB with TPC-H. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hc6c99c14720d5641
Venue
SIGMOD
Year
2016
Pagerank
8.2363864e-05
Overall Rank
2,600 | 82.53%
DOI
10.1145/2882903.2882936

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{bre_sigmod16,
        title = {{Robust Query Processing in Co-Processor-accelerated Databases}},
        author = {Breß, Sebastian and Funke, Henning and Teubner, Jens},
        series = {{SIGMOD} '16},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2882903.2882936},
        url = {https://dl.acm.org/doi/10.1145/2882903.2882936},
        year = {2016}
}

Incoming Citations (Sorted by Pagerank)

Showing 25 of 25 citing papers.

Rank Citing Paper Year Venue Pagerank
1,533 Pipelined Query Processing in Coprocessor Environments 2018 SIGMOD 0.00010332035
1,747 HetExchange: Encapsulating heterogeneous CPU-GPU parallelism in JIT compiled engines 2019 VLDB 9.7335416e-05
2,216 Estimating Join Selectivities using Bandwidth-Optimized Kernel Density Models 2017 VLDB 8.8177753e-05
2,284 Pump Up the Volume: Processing Large Data on GPUs with Fast Interconnects 2020 SIGMOD 8.6954168e-05
3,626 Triton Join: Efficiently Scaling to a Large Join State on GPUs with Fast Interconnects 2022 SIGMOD 7.1524537e-05
3,773 Hardware-conscious Query Processing in GPU-accelerated Analytical Engines 2019 CIDR 7.0294475e-05
3,861 GaccO - A GPU-accelerated OLTP DBMS 2022 SIGMOD 6.9656048e-05
3,888 Orchestrating Data Placement and Query Execution in Heterogeneous CPU-GPU DBMS 2022 VLDB 6.945725e-05
3,922 Analyzing Efficient Stream Processing on Modern Hardware 2019 VLDB 6.9229432e-05
3,935 The Case For Heterogeneous HTAP 2017 CIDR 6.9166006e-05
3,961 Data-Parallel Query Processing on Non-Uniform Data 2020 VLDB 6.8948667e-05
3,972 TCUDB: Accelerating Database with Tensor Processors 2022 SIGMOD 6.8881464e-05
5,371 Distributed GPU Joins on Fast RDMA-capable Networks 2023 SIGMOD 6.1584802e-05
5,615 BOSS - An Architecture for Database Kernel Composition 2024 VLDB 6.0652416e-05
6,279 Rethinking MIMD-SIMD Interplay for Analytical Query Processing in In-Memory Database Engines 2025 CIDR 5.8247094e-05
6,516 GPU-accelerated data management under the test of time 2020 CIDR 5.7588588e-05
6,658 A Morsel-Driven Query Execution Engine for Heterogeneous Multi-Cores 2019 VLDB 5.7182492e-05
7,066 Efficient Top-K Query Processing on Massively Parallel Hardware 2018 SIGMOD 5.6087334e-05
7,491 AHEAD: Adaptable Data Hardening for On-the-Fly Hardware Error Detection during Database Query Processing 2018 SIGMOD 5.5104779e-05
7,523 Workload Placement on Heterogeneous CPU-GPU Systems 2024 VLDB 5.5025409e-05
8,236 Scaling your Hybrid CPU-GPU DBMS to Multiple GPUs 2024 VLDB 5.3710413e-05
8,493 SPRINTER: A Fast n-ary Join Query Processing Method for Complex OLAP Queries 2020 SIGMOD 5.3310013e-05
10,662 NSHEDB: Noise-Sensitive Homomorphic Encrypted Database Query Engine 2026 SIGMOD 4.9793485e-05
10,801 PystachIO: Efficient Distributed GPU Query Processing with PyTorch over Fast Networks & Fast Storage 2026 VLDB 4.9793485e-05
11,127 Flux: Unifying Heterogeneous Infrastructure for Alibaba AnalyticDB 2025 SIGMOD 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 17 of 17 cited papers.

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

Rank Cited Paper Year Venue Pagerank
14 MonetDB/X100: Hyper-Pipelining Query Execution 2005 CIDR 0.00064031282
21 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00056855599
215 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00024598661
261 Data-Oriented Transaction Execution 2010 VLDB 0.00022868935
331 Column-Stores vs. Row-Stores: How Different Are They Really? 2008 SIGMOD 0.0002077683
389 QPipe: A Simultaneously Pipelined Relational Query Engine 2005 SIGMOD 0.00019269777
771 The Yin and Yang of Processing Data Warehousing Queries on GPU Devices 2013 VLDB 0.00014085862
856 Hardware-Oblivious Parallelism for In-Memory Column-Stores 2013 VLDB 0.00013428547
941 Data Processing on FPGAs 2009 VLDB 0.00012957405
1,040 The DataPath System: A Data-Centric Analytic Processing Engine for Large Data Warehouses 2010 SIGMOD 0.00012364063
2,122 Revisiting Co-Processing for Hash Joins on the Coupled CPU-GPU Architecture 2013 VLDB 9.0084047e-05
2,466 Concurrent Analytical Query Processing with GPUs 2014 VLDB 8.4222621e-05
3,459 Improving Main Memory Hash Joins on Intel Xeon Phi Processors: An Experimental Approach 2015 VLDB 7.2848113e-05
4,392 Sharing Data and Work Across Concurrent Analytical Queries 2013 VLDB 6.6213651e-05
4,539 OmniDB: Towards Portable and Efficient Query Processing on Parallel CPU/GPU Architectures 2013 VLDB 6.5532239e-05
5,132 Ocelot/HyPE: Optimized Data Processing on Heterogeneous Hardware 2014 VLDB 6.2597754e-05
6,935 Demonstrating Efficient Query Processing in Heterogeneous Environments 2014 SIGMOD 5.6400985e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 9,617 MCC-DB: Minimizing Cache Conflicts in Multi-core Processors for Databases 2009 VLDB
2 3,491 In-Cache Query Co-Processing on Coupled CPU-GPU Architectures 2015 VLDB
3 4,480 GPU Database Systems Characterization and Optimization 2024 VLDB
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5 3,200 Why it is time for a HyPE: A Hybrid Query Processing Engine for Efficient GPU Coprocessing in DBMS 2013 VLDB
6 6,935 Demonstrating Efficient Query Processing in Heterogeneous Environments 2014 SIGMOD
7 7,188 GPUQP: Query Co-Processing Using Graphics Processors 2007 SIGMOD
8 1,533 Pipelined Query Processing in Coprocessor Environments 2018 SIGMOD
9 2,466 Concurrent Analytical Query Processing with GPUs 2014 VLDB
10 3,773 Hardware-conscious Query Processing in GPU-accelerated Analytical Engines 2019 CIDR