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SwiftSpatial: Spatial Joins on Modern Hardware

Summary: SwiftSpatial is an FPGA-based accelerator for spatial joins, featuring multiple join units and a scheduler for R-tree traversal and PBSM. It delivers 41.03x latency reduction and 6.16x energy savings vs CPU/GPU baselines, enabling edge deployment. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
7337
Venue
SIGMOD
Year
2025
Pagerank
5.2528121e-05
Overall Rank
9,544 | 34.52%
DOI
10.1145/3725361

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{jiang_sigmod25,
        title = {{SwiftSpatial: Spatial Joins on Modern Hardware}},
        author = {Jiang, Wenqi and Khavrona, Oleh-Yevhen and Parvanov, Martin and Alonso, Gustavo},
        series = {{SIGMOD} '25},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3725361},
        url = {https://dl.acm.org/doi/10.1145/3725361},
        year = {2025}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
10,223 Discovery of Denial Constraints with Hardware Acceleration 2026 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 37 of 37 cited papers.

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

Rank Cited Paper Year Venue Pagerank
2 R-Trees: A Dynamic Index Structure For Spatial Searching 1984 SIGMOD 0.0020210012
4 The R*-tree: An Efficient and Robust Access Method for Points and Rectangles 1990 SIGMOD 0.001157935
42 The R+-Tree: A Dynamic Multi-Dimensional Index for Objects 1987 VLDB 0.00046170812
145 Efficient Processing of Spatial Joins Using R-trees 1993 SIGMOD 0.00029548428
253 A Class of Data Structures for Associative Searching 1984 PODS 0.00023200431
329 Hilbert R-tree: An Improved R-tree Using Fractals 1994 VLDB 0.00021068647
522 Multi-Step Processing of Spatial Joins 1994 SIGMOD 0.00017133516
728 Partition Based Spatial-Merge Join 1996 SIGMOD 0.00014542772
1,067 Hadoop-GIS: A High Performance Spatial Data Warehousing System over MapReduce 2013 VLDB 0.00012327784
1,175 Simba: Efficient In-Memory Spatial Analytics 2016 SIGMOD 0.00011812263
1,347 X-Engine: An Optimized Storage Engine for Large-scale E-commerce Transaction Processing 2019 SIGMOD 0.00011073571
1,559 Cloud-Native Database Systems at Alibaba: Opportunities and Challenges 2019 VLDB 0.00010362456
2,283 Hardware Acceleration for Spatial Selections and Joins 2003 SIGMOD 8.8099424e-05
2,548 Spatial Joins Using R-trees: Breadth-First Traversal with Global Optimizations 1997 VLDB 8.432498e-05
2,732 How Good Are Modern Spatial Analytics Systems? 2018 VLDB 8.1934602e-05
3,170 A Raster Approximation for the Processing of Spatial Joins 1998 VLDB 7.6703896e-05
3,217 Quadtree and R-tree Indexes in Oracle Spatial: A Comparison using GIS Data 2002 SIGMOD 7.6314544e-05
4,148 Spatial Partitioning Techniques in SpatialHadoop 2015 VLDB 6.872045e-05
4,480 LocationSpark: A Distributed In-Memory Data Management System for Big Spatial Data 2016 VLDB 6.67565e-05
4,740 An Experimental Analysis of Iterated Spatial Joins in Main Memory 2013 VLDB 6.5283833e-05
4,751 The RLR-Tree: A Reinforcement Learning Based R-Tree for Spatial Data 2023 SIGMOD 6.5241784e-05
4,840 FPGA-based Data Partitioning 2017 SIGMOD 6.483442e-05
4,844 TOUCH: In-Memory Spatial Join by Hierarchical Data-Oriented Partitioning 2013 SIGMOD 6.4826356e-05
4,862 Caribou: Intelligent Distributed Storage 2017 VLDB 6.4741258e-05
5,709 GPU Rasterization for Real-Time Spatial Aggregation over Arbitrary Polygons 2018 VLDB 6.1142154e-05
6,382 The Era of Big Spatial Data 2017 VLDB 5.8915267e-05
6,629 A GPU-friendly Geometric Data Model and Algebra for Spatial Queries 2020 SIGMOD 5.8194784e-05
6,669 Spatial Joins in Main Memory: Implementation Matters! 2015 VLDB 5.8077717e-05
6,995 Chameleon: a Heterogeneous and Disaggregated Accelerator System for Retrieval-Augmented Language Models 2025 VLDB 5.7301567e-05
7,069 SKT: A One-Pass Multi-Sketch Data Analytics Accelerator 2021 VLDB 5.7117595e-05
7,170 Lowering the Latency of Data Processing Pipelines Through FPGA based Hardware Acceleration 2020 VLDB 5.6840081e-05
7,604 Hardware Acceleration of Compression and Encryption in SAP HANA 2022 VLDB 5.5853563e-05
8,061 Raster Intervals: An Approximation Technique for Polygon Intersection Joins 2023 SIGMOD 5.4953977e-05
8,199 Accelerating Pattern Matching Queries in Hybrid CPU-FPGA Architectures 2017 SIGMOD 5.4686907e-05
8,356 Optimistic Data Parallelism for FPGA-Accelerated Sketching 2023 VLDB 5.4450094e-05
9,117 AT-GIS: Highly Parallel Spatial Query Processing with Associative Transducers 2016 SIGMOD 5.3204028e-05
10,026 DASH: Asynchronous Hardware Data Processing Services 2023 CIDR 5.1757112e-05
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