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Hardware-Oblivious Parallelism for In-Memory Column-Stores

Summary: Hardware-oblivious parallelism for in-memory column-stores via a single set of runtime-compiled operators. OpenCL-based operators integrated into MonetDB deliver portable, competitive CPU performance and GPU gains, proving cross-architecture viability. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
10733
Venue
VLDB
Year
2013
Pagerank
0.00012820443
Overall Rank
1,287 | 91.05%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 45 of 45 citing papers.

Rank Citing Paper Year Venue Pagerank
418 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00023729211
2,014 Voodoo - A Vector Algebra for Portable Database Performance on Modern Hardware 2016 VLDB 9.7904029e-05
2,040 A Study of the Fundamental Performance Characteristics of GPUs and CPUs for Database Analytics 2020 SIGMOD 9.7057698e-05
2,067 HippogriffDB: Balancing I/O and GPU Bandwidth in Big Data Analytics 2016 VLDB 9.6392739e-05
2,165 Self-Tuning, GPU-Accelerated Kernel Density Models for Multidimensional Selectivity Estimation 2015 SIGMOD 9.389622e-05
2,287 Pipelined Query Processing in Coprocessor Environments 2018 SIGMOD 9.0972606e-05
2,330 Concurrent Analytical Query Processing with GPUs 2014 VLDB 9.0192228e-05
2,651 HetExchange: Encapsulating heterogeneous CPU-GPU parallelism in JIT compiled engines 2019 VLDB 8.3694317e-05
2,751 Mega-KV: A Case for GPUs to Maximize the Throughput of In-Memory Key-Value Stores 2015 VLDB 8.1760621e-05
2,969 Estimating Join Selectivities using Bandwidth-Optimized Kernel Density Models 2017 VLDB 7.7974762e-05
3,254 Query Processing on Tensor Computation Runtimes 2022 VLDB 7.3161051e-05
3,305 Robust Query Processing in Co-Processor-accelerated Databases 2016 SIGMOD 7.2460965e-05
3,327 Pump Up the Volume: Processing Large Data on GPUs with Fast Interconnects 2020 SIGMOD 7.2205738e-05
3,465 GPL: A GPU-based Pipelined Query Processing Engine 2016 SIGMOD 7.0695873e-05
3,696 Why it is time for a HyPE: A Hybrid Query Processing Engine for Efficient GPU Coprocessing in DBMS 2013 VLDB 6.834483e-05
3,762 SABER: Window-Based Hybrid Stream Processing for Heterogeneous Architectures 2016 SIGMOD 6.7804471e-05
3,993 Improving Main Memory Hash Joins on Intel Xeon Phi Processors: An Experimental Approach 2015 VLDB 6.5534805e-05
4,085 In-Cache Query Co-Processing on Coupled CPU-GPU Architectures 2015 VLDB 6.4620277e-05
4,363 Hardware-conscious Query Processing in GPU-accelerated Analytical Engines 2019 CIDR 6.2552614e-05
4,701 Tensors: An abstraction for general data processing 2021 VLDB 5.9866564e-05
4,770 The Case For Heterogeneous HTAP 2017 CIDR 5.9338845e-05
4,999 Adaptive Work Placement for Query Processing on Heterogeneous Computing Resources 2017 VLDB 5.7752801e-05
5,019 Orchestrating Data Placement and Query Execution in Heterogeneous CPU-GPU DBMS 2022 VLDB 5.7559197e-05
5,040 Tile-based Lightweight Integer Compression in GPU 2022 SIGMOD 5.7425187e-05
5,125 The Art of Balance: A RateupDBTM Experience of Building a CPU/GPU Hybrid Database Product 2021 VLDB 5.679423e-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
5,578 Ocelot/HyPE: Optimized Data Processing on Heterogeneous Hardware 2014 VLDB 5.4252837e-05
6,066 GPU Database Systems Characterization and Optimization 2024 VLDB 5.2290447e-05
6,369 Improving Execution Efficiency of Just-in-time Compilation based Query Processing on GPUs 2021 VLDB 5.0936663e-05
6,453 Vortex: Overcoming Memory Capacity Limitations in GPU-Accelerated Large-Scale Data Analytics 2025 VLDB 5.0571108e-05
7,038 Demonstrating Efficient Query Processing in Heterogeneous Environments 2014 SIGMOD 4.8546906e-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
7,568 Powerful GPUs or Fast Interconnects: Analyzing Relational Workloads on Modern GPUs 2025 VLDB 4.7084322e-05
7,811 Hardware-Oblivious SIMD Parallelism for In-Memory Column-Stores 2020 CIDR 4.6445165e-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
10,121 TQEx: Tensor-based Query Engine Enhanced by Bridging the Gap 2026 SIGMOD 4.1945683e-05
10,253 Scalable GPU Acceleration of Scalar Functions in Analytical Databases: Compilation, Benchmarking, and Optimization 2026 VLDB 4.1945683e-05
10,714 Towards Designing Future-Proof Data Processing Systems 2025 VLDB 4.1945683e-05
10,749 Scaling GPU-Accelerated Databases beyond GPU Memory Size 2025 VLDB 4.1945683e-05
11,020 Accelerating Merkle Patricia Trie with GPU 2024 VLDB 4.1945683e-05
11,773 Template Skycube Algorithms for Heterogeneous Parallelism on Multicore and GPU Architectures 2017 SIGMOD 4.1945683e-05
11,950 Databases and Hardware: The Beginning and Sequel of a Beautiful Friendship 2015 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 6 of 6 cited papers.

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

Rank Cited Paper Year Venue Pagerank
239 GPUTeraSort: High Performance Graphics Co-processor Sorting for Large Database Management 2006 SIGMOD 0.00031617428
351 Sort vs. Hash Revisited: Fast Join Implementation on Modern Multi-Core CPUs 2009 VLDB 0.0002636504
775 Relational Joins on Graphics Processors 2008 SIGMOD 0.00016823862
930 Fast Sort on CPUs and GPUs: A Case for Bandwidth Oblivious SIMD Sort 2010 SIGMOD 0.00015238545
950 Data Processing on FPGAs 2009 VLDB 0.00015108484
1,686 Fast Computation of Database Operations using Graphics Processors 2004 SIGMOD 0.00010917794
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