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Accelerating Generalized Linear Models with MLWeaving: A One-Size-Fits-All System for Any-Precision Learning

Summary: MLWeaving: compact in-memory GLM layout for low-precision data, enabling retrieval at any precision inside DB engines. FPGA-accelerated SGD with dynamic precision tuning, avoiding fixed-precision bottlenecks; up to 16× faster convergence than CPU low-precision methods. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
12194
Venue
VLDB
Year
2019
Pagerank
6.5024772e-05
Overall Rank
4,798 | 67.09%
DOI
10.14778/3317315.3317322

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{wang_vldb19,
        title = {{Accelerating Generalized Linear Models with MLWeaving: A One-Size-Fits-All System for Any-Precision Learning}},
        author = {Wang, Zeke and Kara, Kaan and Zhang, Hantian and Alonso, Gustavo and Mutlu, Onur and Zhang, Ce},
        journal = {PVLDB},
        series = {{VLDB} '19},
        volume = {12},
        number = {7},
        pages = {807--821},
        doi = {10.14778/3317315.3317322},
        url = {https://doi.org/10.14778/3317315.3317322},
        year = {2019}
}

Incoming Citations (Sorted by Pagerank)

Showing 10 of 10 citing papers.

Rank Citing Paper Year Venue Pagerank
2,023 Decomposed Bounded Floats for Fast Compression and Queries 2021 VLDB 9.2950046e-05
5,037 A Deep Dive into Common Open Formats for Analytical DBMSs 2023 VLDB 6.3914026e-05
6,190 Progressive Compressed Records: Taking a Byte out of Deep Learning Data 2021 VLDB 5.9476635e-05
6,556 Hierarchical Residual Encoding for Multiresolution Time Series Compression 2023 SIGMOD 5.8404094e-05
7,170 Lowering the Latency of Data Processing Pipelines Through FPGA based Hardware Acceleration 2020 VLDB 5.6840081e-05
8,328 Deep Learning: Systems and Responsibility 2021 SIGMOD 5.4535681e-05
8,341 Tackling Hardware/Software co-design from a database perspective 2020 CIDR 5.4486102e-05
8,794 AWARE: Workload-aware, Redundancy-exploiting Linear Algebra 2023 SIGMOD 5.370464e-05
9,881 The Image Calculator: 10x Faster Image-AI Inference by Replacing JPEG with Self-designing Storage Format 2024 SIGMOD 5.2040783e-05
11,871 doppioDB 2.0: Hardware Techniques for Improved Integration of Machine Learning into Databases 2019 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 23 of 23 cited papers.

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

Rank Cited Paper Year Venue Pagerank
104 Improved Query Performance with Variant Indexes 1997 SIGMOD 0.00033932213
106 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00033539462
428 HYRISE—A Main Memory Hybrid Storage Engine 2011 VLDB 0.00018633493
870 BitWeaving: Fast Scans for Main Memory Data Processing 2013 SIGMOD 0.0001350293
921 Query Optimization In Compressed Database Systems 2001 SIGMOD 0.00013209503
922 Data Processing on FPGAs 2009 VLDB 0.00013207382
1,150 DimmWitted: A Study of Main-Memory Statistical Analytics 2014 VLDB 0.00011943462
1,644 Compressed Linear Algebra for Large-Scale Machine Learning 2016 VLDB 0.00010132912
1,761 ByteSlice: Pushing the Envelop of Main Memory Data Processing with a New Storage Layout 2015 SIGMOD 9.8154969e-05
1,773 Ibex—An Intelligent Storage Engine with Support for Advanced SQL Off-loading 2014 VLDB 9.7895875e-05
1,950 How to Barter Bits for Chronons: Compression and Bandwidth Trade Offs for Database Scans 2007 SIGMOD 9.4271737e-05
2,181 Streams on Wires — A Query Compiler for FPGAs 2009 VLDB 9.0101847e-05
2,599 WideTable: An Accelerator for Analytical Data Processing 2014 VLDB 8.3583572e-05
3,597 Bit-Sliced Index Arithmetic 2001 SIGMOD 7.2721197e-05
3,682 In-RDBMS Hardware Acceleration of Advanced Analytics 2018 VLDB 7.2035518e-05
4,090 The bionic DBMS is coming, but what will it look like? 2013 CIDR 6.9096664e-05
4,840 FPGA-based Data Partitioning 2017 SIGMOD 6.483442e-05
6,143 ColumnML: Column-Store Machine Learning with On-The-Fly Data Transformation 2019 VLDB 5.9622615e-05
7,763 MLBench: Benchmarking Machine Learning Services Against Human Experts 2018 VLDB 5.5500928e-05
8,199 Accelerating Pattern Matching Queries in Hybrid CPU-FPGA Architectures 2017 SIGMOD 5.4686907e-05
8,420 Histograms as a Side Effect of Data Movement for Big Data 2014 SIGMOD 5.4279873e-05
8,425 doppioDB: A Hardware Accelerated Database 2017 SIGMOD 5.426661e-05
8,777 Glacier: A Query-to-Hardware Compiler 2010 SIGMOD 5.375706e-05
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