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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
5127
Venue
SIGMOD
Year
2016
Pagerank
7.2460965e-05
Overall Rank
3,305 | 77.01%
DOI
10.1145/2882903.2882936

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 24 of 24 citing papers.

Rank Citing Paper Year Venue Pagerank
2,287 Pipelined Query Processing in Coprocessor Environments 2018 SIGMOD 9.0972606e-05
2,651 HetExchange: Encapsulating heterogeneous CPU-GPU parallelism in JIT compiled engines 2019 VLDB 8.3694317e-05
2,969 Estimating Join Selectivities using Bandwidth-Optimized Kernel Density Models 2017 VLDB 7.7974762e-05
3,327 Pump Up the Volume: Processing Large Data on GPUs with Fast Interconnects 2020 SIGMOD 7.2205738e-05
4,363 Hardware-conscious Query Processing in GPU-accelerated Analytical Engines 2019 CIDR 6.2552614e-05
4,488 Analyzing Efficient Stream Processing on Modern Hardware 2019 VLDB 6.145117e-05
4,498 GaccO - A GPU-accelerated OLTP DBMS 2022 SIGMOD 6.138538e-05
4,770 The Case For Heterogeneous HTAP 2017 CIDR 5.9338845e-05
5,019 Orchestrating Data Placement and Query Execution in Heterogeneous CPU-GPU DBMS 2022 VLDB 5.7559197e-05
5,088 TCUDB: Accelerating Database with Tensor Processors 2022 SIGMOD 5.7072189e-05
5,197 Data-Parallel Query Processing on Non-Uniform Data 2020 VLDB 5.6347409e-05
5,247 Triton Join: Efficiently Scaling to a Large Join State on GPUs with Fast Interconnects 2022 SIGMOD 5.6057839e-05
5,559 Rethinking MIMD-SIMD Interplay for Analytical Query Processing in In-Memory Database Engines 2025 CIDR 5.4340893e-05
6,223 Distributed GPU Joins on Fast RDMA-capable Networks 2023 SIGMOD 5.1496398e-05
6,964 A Morsel-Driven Query Execution Engine for Heterogeneous Multi-Cores 2019 VLDB 4.8815971e-05
7,137 AHEAD: Adaptable Data Hardening for On-the-Fly Hardware Error Detection during Database Query Processing 2018 SIGMOD 4.8217393e-05
7,209 GPU-accelerated data management under the test of time 2020 CIDR 4.7996023e-05
7,328 BOSS - An Architecture for Database Kernel Composition 2024 VLDB 4.7610909e-05
7,551 Efficient Top-K Query Processing on Massively Parallel Hardware 2018 SIGMOD 4.7134746e-05
8,432 SPRINTER: A Fast n-ary Join Query Processing Method for Complex OLAP Queries 2020 SIGMOD 4.5153924e-05
8,846 Scaling your Hybrid CPU-GPU DBMS to Multiple GPUs 2024 VLDB 4.4372012e-05
9,731 Workload Placement on Heterogeneous CPU-GPU Systems 2024 VLDB 4.2942813e-05
10,186 NSHEDB: Noise-Sensitive Homomorphic Encrypted Database Query Engine 2026 SIGMOD 4.1945683e-05
10,405 Flux: Unifying Heterogeneous Infrastructure for Alibaba AnalyticDB 2025 SIGMOD 4.1945683e-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
35 MonetDB/X100: Hyper-Pipelining Query Execution 2005 CIDR 0.00076197749
60 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00064439773
338 Data-Oriented Transaction Execution 2010 VLDB 0.00026973858
418 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00023729211
497 Column-Stores vs. Row-Stores: How Different Are They Really? 2008 SIGMOD 0.00021716559
515 QPipe: A Simultaneously Pipelined Relational Query Engine 2005 SIGMOD 0.00021214633
950 Data Processing on FPGAs 2009 VLDB 0.00015108484
1,273 The Yin and Yang of Processing Data Warehousing Queries on GPU Devices 2013 VLDB 0.00012912938
1,287 Hardware-Oblivious Parallelism for In-Memory Column-Stores 2013 VLDB 0.00012820443
1,299 The DataPath System: A Data-Centric Analytic Processing Engine for Large Data Warehouses 2010 SIGMOD 0.00012751522
2,330 Concurrent Analytical Query Processing with GPUs 2014 VLDB 9.0192228e-05
2,519 Revisiting Co-Processing for Hash Joins on the Coupled CPU-GPU Architecture 2013 VLDB 8.6078505e-05
3,993 Improving Main Memory Hash Joins on Intel Xeon Phi Processors: An Experimental Approach 2015 VLDB 6.5534805e-05
4,678 OmniDB: Towards Portable and Efficient Query Processing on Parallel CPU/GPU Architectures 2013 VLDB 6.0046271e-05
4,959 Sharing Data and Work Across Concurrent Analytical Queries 2013 VLDB 5.8029448e-05
5,578 Ocelot/HyPE: Optimized Data Processing on Heterogeneous Hardware 2014 VLDB 5.4252837e-05
7,038 Demonstrating Efficient Query Processing in Heterogeneous Environments 2014 SIGMOD 4.8546906e-05
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