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Tile-based Lightweight Integer Compression in GPU

Summary: Tile-based decompression enables single-pass decoding inline with query execution, eliminating multi-pass global-memory scans and reducing traffic. GPU bit-packing achieves nvCOMP-level compression with 2.2× faster decompression and 2.6× faster queries for analytics. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hb206d2c480eb0736
Venue
SIGMOD
Year
2022
Pagerank
7.258594e-05
Overall Rank
3,471 | 76.74%
DOI
10.1145/3514221.3526132
PDF
Download (CC BY 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{shanbhag_sigmod22,
        title = {{Tile-based Lightweight Integer Compression in GPU}},
        author = {Shanbhag, Anil and Yogatama, Bobbi W. and Yu, Xiangyao and Madden, Samuel},
        series = {{SIGMOD} '22},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3514221.3526132},
        url = {https://dl.acm.org/doi/10.1145/3514221.3526132},
        year = {2022}
}

Incoming Citations (Sorted by Pagerank)

Showing 20 of 20 citing papers.

Rank Citing Paper Year Venue Pagerank
3,063 The FastLanes Compression Layout: Decoding >100 Billion Integers per Second with Scalar Code 2023 VLDB 7.6806166e-05
3,809 An Empirical Evaluation of Columnar Storage Formats 2024 VLDB 6.9890843e-05
4,164 GPU Database Systems Characterization and Optimization 2024 VLDB 6.7560016e-05
4,872 GOLAP: A GPU-in-Data-Path Architecture for High-Speed OLAP 2024 SIGMOD 6.3582628e-05
6,003 Terabyte-Scale Analytics in the Blink of an Eye 2026 VLDB 5.9023799e-05
7,545 Workload Placement on Heterogeneous CPU-GPU Systems 2024 VLDB 5.4817498e-05
7,771 The FastLanes File Format 2025 VLDB 5.4390723e-05
7,973 Scaling your Hybrid CPU-GPU DBMS to Multiple GPUs 2024 VLDB 5.3991259e-05
8,007 Scaling GPU-Accelerated Databases beyond GPU Memory Size 2025 VLDB 5.3916546e-05
8,235 Rethinking Analytical Processing in the GPU Era 2026 CIDR 5.3569644e-05
9,523 Beyond Compression: A Comprehensive Evaluation of Lossless Floating-Point Compression 2025 VLDB 5.151324e-05
9,722 DPDPU: Data Processing with DPUs 2025 CIDR 5.1214564e-05
9,905 GPU Acceleration of SQL Analytics on Compressed Data 2026 VLDB 5.0983269e-05
10,399 G-CasDec: General Cascaded Decompression on GPUs 2027 SIGMOD 4.9605343e-05
10,550 L3: A GPU-Native Co-Designed Data Format for Learned Lossless Lightweight Compression 2026 SIGMOD 4.9605343e-05
10,673 TQEx: Tensor-based Query Engine Enhanced by Bridging the Gap 2026 SIGMOD 4.9605343e-05
10,901 Bridging the Indexing Gap in Fused GPU Query Engines 2026 VLDB 4.9605343e-05
10,975 ZipFlow: a Compiler-based Framework to Unleash Compressed Data Movement for Modern GPUs 2026 VLDB 4.9605343e-05
10,993 TQP++: Bridging ML Compilers and Analytical Query Processing on GPUs 2026 VLDB 4.9605343e-05
11,789 Homomorphic Compression: Making Text Processing on Compression Unlimited 2023 SIGMOD 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 21 of 21 cited papers.

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

Rank Cited Paper Year Venue Pagerank
14 MonetDB/X100: Hyper-Pipelining Query Execution 2005 CIDR 0.00063972112
21 Efficiently Compiling Efficient Query Plans for Modern Hardware 2011 VLDB 0.00056737487
61 Integrating Compression and Execution in Column-Oriented Database Systems 2006 SIGMOD 0.00039323387
218 SIMD-Scan: Ultra Fast in-Memory Table Scan using on-Chip Vector Processing Units 2009 VLDB 0.00024342426
304 GPUTeraSort: High Performance Graphics Co-processor Sorting for Large Database Management 2006 SIGMOD 0.00021569633
610 Relational Joins on Graphics Processors 2008 SIGMOD 0.00015540189
748 The Yin and Yang of Processing Data Warehousing Queries on GPU Devices 2013 VLDB 0.00014258503
850 Hardware-Oblivious Parallelism for In-Memory Column-Stores 2013 VLDB 0.00013450864
871 BitWeaving: Fast Scans for Main Memory Data Processing 2013 SIGMOD 0.00013313281
1,228 A Study of the Fundamental Performance Characteristics of GPUs and CPUs for Database Analytics 2020 SIGMOD 0.00011425748
1,530 Pipelined Query Processing in Coprocessor Environments 2018 SIGMOD 0.00010318943
1,537 HippogriffDB: Balancing I/O and GPU Bandwidth in Big Data Analytics 2016 VLDB 0.00010296073
1,720 ByteSlice: Pushing the Envelop of Main Memory Data Processing with a New Storage Layout 2015 SIGMOD 9.7828414e-05
2,017 An Experimental Study of Bitmap Compression vs. Inverted List Compression 2017 SIGMOD 9.169662e-05
2,104 Database Compression on Graphics Processors 2010 VLDB 9.0262021e-05
2,125 Revisiting Co-Processing for Hash Joins on the Coupled CPU-GPU Architecture 2013 VLDB 8.9903827e-05
2,294 Pump Up the Volume: Processing Large Data on GPUs with Fast Interconnects 2020 SIGMOD 8.67775e-05
2,468 Concurrent Analytical Query Processing with GPUs 2014 VLDB 8.402961e-05
2,485 A Memory Bandwidth-Efficient Hybrid Radix Sort on GPUs 2017 SIGMOD 8.3800709e-05
2,886 Efficient Join Algorithms For Large Database Tables in a Multi-GPU Environment 2021 VLDB 7.8911081e-05
3,056 MG-Join: A Scalable Join for Massively Parallel Multi-GPU Architectures 2021 SIGMOD 7.689069e-05
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