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Analyzing Near-Network Hardware Acceleration with Co-Processing on DPUs

Summary: Empirical study of near-network hardware acceleration on PCIe DPUs, quantifying how performance depends on data types, task/query configurations, and DPU reconfiguration overhead. Micro-benchmarks of partial offloads and host–DPU co-processing reveal throughput vs reconfiguration trade-offs and offer practical integration guidance for data systems. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
14213
Venue
VLDB
Year
2025
Pagerank
4.1945683e-05
Overall Rank
10,856 | 24.48%
DOI
10.14778/3773731.3773743

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Showing 26 of 26 cited papers.

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

Rank Cited Paper Year Venue Pagerank
115 Eddies: Continuously Adaptive Query Processing 2000 SIGMOD 0.00046221215
156 Amazon Aurora: Design Considerations for High Throughput Cloud-Native Relational Databases 2017 SIGMOD 0.00040504295
167 The Snowflake Elastic Data Warehouse 2016 SIGMOD 0.00039180521
538 The Dataflow Model: A Practical Approach to Balancing Correctness, Latency, and Cost in Massive-Scale, Unbounded, Out-of-Order Data Processing 2015 VLDB 0.00020678804
918 Socrates: The New SQL Server in the Cloud 2019 SIGMOD 0.00015350181
1,284 Amazon Redshift Re-invented 2022 SIGMOD 0.00012837822
1,377 Lakehouse: A New Generation of Open Platforms that Unify Data Warehousing and Advanced Analytics 2021 CIDR 0.00012296941
1,504 Analyzing and Mitigating Data Stalls in DNN Training 2021 VLDB 0.00011642333
2,067 HippogriffDB: Balancing I/O and GPU Bandwidth in Big Data Analytics 2016 VLDB 9.6392739e-05
2,358 PolarDB Serverless: A Cloud Native Database for Disaggregated Data Centers 2021 SIGMOD 8.9617346e-05
4,514 An Empirical Evaluation of Columnar Storage Formats 2024 VLDB 6.1204636e-05
5,067 Not your Grandpa's SSD: The Era of Co-Designed Storage Devices 2021 SIGMOD 5.7215985e-05
5,092 The Case for Network-Accelerated Query Processing 2019 CIDR 5.7027353e-05
5,562 A Deep Dive into Common Open Formats for Analytical DBMSs 2023 VLDB 5.4331334e-05
6,114 Database Processing-in-Memory: An Experimental Study 2020 VLDB 5.204248e-05
6,223 Distributed GPU Joins on Fast RDMA-capable Networks 2023 SIGMOD 5.1496398e-05
7,099 PIM-tree: A Skew-resistant Index for Processing-in-Memory 2023 VLDB 4.8326366e-05
7,810 Databases on Modern Networks: A Decade of Research That Now Comes into Practice 2023 VLDB 4.6447306e-05
8,071 P4DB - The Case for In-Network OLTP 2022 SIGMOD 4.5932891e-05
8,361 Cackle: Analytical Workload Cost and Performance Stability With Elastic Pools 2023 SIGMOD 4.5368524e-05
8,602 DDS: DPU-optimized Disaggregated Storage 2024 VLDB 4.4874893e-05
8,649 Zero-sided RDMA: Network-driven Data Shuffling for Disaggregated Heterogeneous Cloud DBMSs 2024 SIGMOD 4.4762914e-05
9,142 Design and Analysis of a Processing-in-DIMM Join Algorithm: A Case Study with UPMEM DIMMs 2023 SIGMOD 4.3853149e-05
9,456 DPDPU: Data Processing with DPUs 2025 CIDR 4.3385595e-05
9,620 Deploying Computational Storage for HTAP DBMSs Takes More Than Just Computation Offloading 2023 VLDB 4.3169852e-05
9,826 Exploiting Structure in Regular Expression Queries 2023 SIGMOD 4.2751057e-05
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