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GPU-accelerated data management under the test of time

Summary: Empirical analysis showing PCIe interconnects—rather than GPU compute—dominate performance limits for GPU-accelerated DBMS and weaken benefits of late materialization and data-sharing across evolving interconnects, architectures, and workloads. Proposes a hybrid eager/lazy materialization, aggressive data-sharing, and an HTAP system design that removes software-level interference, demonstrating recovered throughput and memory-bus–friendly OLAP-style transfer optimizations. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
353
Venue
CIDR
Year
2020
Pagerank
4.7949787e-05
Overall Rank
7,209 | 49.90%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 9 of 9 citing papers.

Rank Citing Paper Year Venue Pagerank
3,328 Pump Up the Volume: Processing Large Data on GPUs with Fast Interconnects 2020 SIGMOD 7.2136181e-05
5,129 The Art of Balance: A RateupDBTM Experience of Building a CPU/GPU Hybrid Database Product 2021 VLDB 5.6724875e-05
5,251 Triton Join: Efficiently Scaling to a Large Join State on GPUs with Fast Interconnects 2022 SIGMOD 5.6003972e-05
6,861 HetCache: Synergising NVMe Storage and GPU acceleration for Memory-Efficient Analytics 2023 CIDR 4.9005561e-05
7,155 Evaluating Multi-GPU Sorting with Modern Interconnects 2022 SIGMOD 4.810361e-05
7,303 DAPHNE: An Open and Extensible System Infrastructure for Integrated Data Analysis Pipelines 2022 CIDR 4.7632836e-05
7,570 Powerful GPUs or Fast Interconnects: Analyzing Relational Workloads on Modern GPUs 2025 VLDB 4.7039167e-05
9,527 One-shot Garbage Collection for In-memory OLTP through Temporality-aware Version Storage 2023 SIGMOD 4.325951e-05
9,970 Data Movement-Aware GPU Sharing for Data-Intensive Systems 2026 CIDR 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 15 of 15 cited papers.

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

Rank Cited Paper Year Venue Pagerank
113 Encapsulation of Parallelism in the Volcano Query Processing System 1990 SIGMOD 0.0004673401
417 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00023734582
496 Column-Stores vs. Row-Stores: How Different Are They Really? 2008 SIGMOD 0.00021705611
515 QPipe: A Simultaneously Pipelined Relational Query Engine 2005 SIGMOD 0.00021209491
1,027 Cooperative Scans: Dynamic Bandwidth Sharing in a DBMS 2007 VLDB 0.0001458537
1,271 The Yin and Yang of Processing Data Warehousing Queries on GPU Devices 2013 VLDB 0.00012900735
1,434 Fast Checkpoint Recovery Algorithms for Frequently Consistent Applications 2011 SIGMOD 0.00011988283
1,503 BatchDB: Efficient Isolated Execution of Hybrid OLTP+OLAP Workloads for Interactive Applications 2017 SIGMOD 0.0001161148
2,019 Voodoo - A Vector Algebra for Portable Database Performance on Modern Hardware 2016 VLDB 9.7814175e-05
2,292 Pipelined Query Processing in Coprocessor Environments 2018 SIGMOD 9.0884645e-05
2,659 HetExchange: Encapsulating heterogeneous CPU-GPU parallelism in JIT compiled engines 2019 VLDB 8.3615158e-05
3,307 Robust Query Processing in Co-Processor-accelerated Databases 2016 SIGMOD 7.2391191e-05
3,471 GPL: A GPU-based Pipelined Query Processing Engine 2016 SIGMOD 7.0628019e-05
4,359 Hardware-conscious Query Processing in GPU-accelerated Analytical Engines 2019 CIDR 6.2493951e-05
4,774 The Case For Heterogeneous HTAP 2017 CIDR 5.9279395e-05
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Overall Rank Paper Year Venue Pagerank
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10,867 Towards Sufficient GPU-accelerated Dynamic Graph Management: Survey and Experiment 2025 VLDB 4.1905499e-05
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3,328 Pump Up the Volume: Processing Large Data on GPUs with Fast Interconnects 2020 SIGMOD 7.2136181e-05