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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
8.2118469e-05
Overall Rank
2,606 | 82.54%
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
1,530 Pipelined Query Processing in Coprocessor Environments 2018 SIGMOD 0.00010318943
1,748 HetExchange: Encapsulating heterogeneous CPU-GPU parallelism in JIT compiled engines 2019 VLDB 9.7176232e-05
2,228 Estimating Join Selectivities using Bandwidth-Optimized Kernel Density Models 2017 VLDB 8.7912743e-05
2,294 Pump Up the Volume: Processing Large Data on GPUs with Fast Interconnects 2020 SIGMOD 8.67775e-05
3,622 Triton Join: Efficiently Scaling to a Large Join State on GPUs with Fast Interconnects 2022 SIGMOD 7.1350619e-05
3,775 Hardware-conscious Query Processing in GPU-accelerated Analytical Engines 2019 CIDR 7.0079979e-05
3,828 Orchestrating Data Placement and Query Execution in Heterogeneous CPU-GPU DBMS 2022 VLDB 6.9779559e-05
3,868 GaccO - A GPU-accelerated OLTP DBMS 2022 SIGMOD 6.9436655e-05
3,869 The Case For Heterogeneous HTAP 2017 CIDR 6.9434054e-05
3,939 Analyzing Efficient Stream Processing on Modern Hardware 2019 VLDB 6.8967981e-05
3,968 Data-Parallel Query Processing on Non-Uniform Data 2020 VLDB 6.8770248e-05
3,982 TCUDB: Accelerating Database with Tensor Processors 2022 SIGMOD 6.8663329e-05
5,373 Distributed GPU Joins on Fast RDMA-capable Networks 2023 SIGMOD 6.1405913e-05
5,629 BOSS - An Architecture for Database Kernel Composition 2024 VLDB 6.0424626e-05
6,297 Rethinking MIMD-SIMD Interplay for Analytical Query Processing in In-Memory Database Engines 2025 CIDR 5.802701e-05
6,393 GPU-accelerated data management under the test of time 2020 CIDR 5.7858902e-05
6,674 A Morsel-Driven Query Execution Engine for Heterogeneous Multi-Cores 2019 VLDB 5.6969479e-05
7,089 Efficient Top-K Query Processing on Massively Parallel Hardware 2018 SIGMOD 5.5875411e-05
7,515 AHEAD: Adaptable Data Hardening for On-the-Fly Hardware Error Detection during Database Query Processing 2018 SIGMOD 5.4899436e-05
7,545 Workload Placement on Heterogeneous CPU-GPU Systems 2024 VLDB 5.4817498e-05
7,973 Scaling your Hybrid CPU-GPU DBMS to Multiple GPUs 2024 VLDB 5.3991259e-05
8,517 SPRINTER: A Fast n-ary Join Query Processing Method for Complex OLAP Queries 2020 SIGMOD 5.3110227e-05
10,734 NSHEDB: Noise-Sensitive Homomorphic Encrypted Database Query Engine 2026 SIGMOD 4.9605343e-05
10,872 PystachIO: Efficient Distributed GPU Query Processing with PyTorch over Fast Networks & Fast Storage 2026 VLDB 4.9605343e-05
11,196 Flux: Unifying Heterogeneous Infrastructure for Alibaba AnalyticDB 2025 SIGMOD 4.9605343e-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 0.00063972112
21 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00056737487
215 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00024554257
262 Data-Oriented Transaction Execution 2010 VLDB 0.00022832269
332 Column-Stores vs. Row-Stores: How Different Are They Really? 2008 SIGMOD 0.00020739447
390 QPipe: A Simultaneously Pipelined Relational Query Engine 2005 SIGMOD 0.00019232929
748 The Yin and Yang of Processing Data Warehousing Queries on GPU Devices 2013 VLDB 0.00014258503
850 Hardware-Oblivious Parallelism for In-Memory Column-Stores 2013 VLDB 0.00013450864
945 Data Processing on FPGAs 2009 VLDB 0.00012924215
1,043 The DataPath System: A Data-Centric Analytic Processing Engine for Large Data Warehouses 2010 SIGMOD 0.00012325755
2,125 Revisiting Co-Processing for Hash Joins on the Coupled CPU-GPU Architecture 2013 VLDB 8.9903827e-05
2,468 Concurrent Analytical Query Processing with GPUs 2014 VLDB 8.402961e-05
3,470 Improving Main Memory Hash Joins on Intel Xeon Phi Processors: An Experimental Approach 2015 VLDB 7.2606844e-05
4,411 Sharing Data and Work Across Concurrent Analytical Queries 2013 VLDB 6.5996653e-05
4,554 OmniDB: Towards Portable and Efficient Query Processing on Parallel CPU/GPU Architectures 2013 VLDB 6.5311864e-05
5,147 Ocelot/HyPE: Optimized Data Processing on Heterogeneous Hardware 2014 VLDB 6.2392014e-05
6,957 Demonstrating Efficient Query Processing in Heterogeneous Environments 2014 SIGMOD 5.6190979e-05
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