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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
10734
Venue
VLDB
Year
2013
Pagerank
0.00012809552
Overall Rank
1,285 | 91.08%
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
417 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00023734582
2,019 Voodoo - A Vector Algebra for Portable Database Performance on Modern Hardware 2016 VLDB 9.7814175e-05
2,044 A Study of the Fundamental Performance Characteristics of GPUs and CPUs for Database Analytics 2020 SIGMOD 9.6963999e-05
2,072 HippogriffDB: Balancing I/O and GPU Bandwidth in Big Data Analytics 2016 VLDB 9.6300019e-05
2,167 Self-Tuning, GPU-Accelerated Kernel Density Models for Multidimensional Selectivity Estimation 2015 SIGMOD 9.3879598e-05
2,292 Pipelined Query Processing in Coprocessor Environments 2018 SIGMOD 9.0884645e-05
2,336 Concurrent Analytical Query Processing with GPUs 2014 VLDB 9.0106308e-05
2,659 HetExchange: Encapsulating heterogeneous CPU-GPU parallelism in JIT compiled engines 2019 VLDB 8.3615158e-05
2,753 Mega-KV: A Case for GPUs to Maximize the Throughput of In-Memory Key-Value Stores 2015 VLDB 8.1722714e-05
2,971 Estimating Join Selectivities using Bandwidth-Optimized Kernel Density Models 2017 VLDB 7.7935535e-05
3,260 Query Processing on Tensor Computation Runtimes 2022 VLDB 7.3091312e-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
3,471 GPL: A GPU-based Pipelined Query Processing Engine 2016 SIGMOD 7.0628019e-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
3,771 SABER: Window-Based Hybrid Stream Processing for Heterogeneous Architectures 2016 SIGMOD 6.7738535e-05
3,994 Improving Main Memory Hash Joins on Intel Xeon Phi Processors: An Experimental Approach 2015 VLDB 6.5476357e-05
4,089 In-Cache Query Co-Processing on Coupled CPU-GPU Architectures 2015 VLDB 6.4559891e-05
4,359 Hardware-conscious Query Processing in GPU-accelerated Analytical Engines 2019 CIDR 6.2493951e-05
4,700 Tensors: An abstraction for general data processing 2021 VLDB 5.9810592e-05
4,774 The Case For Heterogeneous HTAP 2017 CIDR 5.9279395e-05
4,996 Adaptive Work Placement for Query Processing on Heterogeneous Computing Resources 2017 VLDB 5.7697228e-05
5,018 Orchestrating Data Placement and Query Execution in Heterogeneous CPU-GPU DBMS 2022 VLDB 5.7503878e-05
5,039 Tile-based Lightweight Integer Compression in GPU 2022 SIGMOD 5.7369993e-05
5,129 The Art of Balance: A RateupDBTM Experience of Building a CPU/GPU Hybrid Database Product 2021 VLDB 5.6724875e-05
5,199 Data-Parallel Query Processing on Non-Uniform Data 2020 VLDB 5.6294232e-05
5,251 Triton Join: Efficiently Scaling to a Large Join State on GPUs with Fast Interconnects 2022 SIGMOD 5.6003972e-05
5,584 Ocelot/HyPE: Optimized Data Processing on Heterogeneous Hardware 2014 VLDB 5.4201842e-05
6,068 GPU Database Systems Characterization and Optimization 2024 VLDB 5.2240241e-05
6,367 Improving Execution Efficiency of Just-in-time Compilation based Query Processing on GPUs 2021 VLDB 5.0887599e-05
6,451 Vortex: Overcoming Memory Capacity Limitations in GPU-Accelerated Large-Scale Data Analytics 2025 VLDB 5.0522576e-05
7,038 Demonstrating Efficient Query Processing in Heterogeneous Environments 2014 SIGMOD 4.8500241e-05
7,324 BOSS - An Architecture for Database Kernel Composition 2024 VLDB 4.7565238e-05
7,550 Efficient Top-K Query Processing on Massively Parallel Hardware 2018 SIGMOD 4.7089541e-05
7,570 Powerful GPUs or Fast Interconnects: Analyzing Relational Workloads on Modern GPUs 2025 VLDB 4.7039167e-05
7,817 Hardware-Oblivious SIMD Parallelism for In-Memory Column-Stores 2020 CIDR 4.6400608e-05
8,423 SPRINTER: A Fast n-ary Join Query Processing Method for Complex OLAP Queries 2020 SIGMOD 4.5112315e-05
8,846 Scaling your Hybrid CPU-GPU DBMS to Multiple GPUs 2024 VLDB 4.432948e-05
10,121 TQEx: Tensor-based Query Engine Enhanced by Bridging the Gap 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
10,721 Towards Designing Future-Proof Data Processing Systems 2025 VLDB 4.1905499e-05
10,755 Scaling GPU-Accelerated Databases beyond GPU Memory Size 2025 VLDB 4.1905499e-05
11,023 Accelerating Merkle Patricia Trie with GPU 2024 VLDB 4.1905499e-05
11,781 Template Skycube Algorithms for Heterogeneous Parallelism on Multicore and GPU Architectures 2017 SIGMOD 4.1905499e-05
11,958 Databases and Hardware: The Beginning and Sequel of a Beautiful Friendship 2015 VLDB 4.1905499e-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
238 GPUTeraSort: High Performance Graphics Co-processor Sorting for Large Database Management 2006 SIGMOD 0.00031596093
350 Sort vs. Hash Revisited: Fast Join Implementation on Modern Multi-Core CPUs 2009 VLDB 0.00026368305
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
948 Data Processing on FPGAs 2009 VLDB 0.0001510759
1,685 Fast Computation of Database Operations using Graphics Processors 2004 SIGMOD 0.0001090924
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