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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
- 12007
- Venue
- VLDB
- Year
- 2019
- Pagerank
- 5.6747536e-05
- Overall Rank
- 5,124 | 64.39%
- DOI
-
10.14778/3317135.3317322
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 10 of 10 citing papers.
| Rank |
Citing Paper |
Year |
Venue |
Pagerank |
| 2,619 |
Decomposed Bounded Floats for Fast Compression and Queries |
2021 |
VLDB |
8.4427442e-05 |
| 5,571 |
A Deep Dive into Common Open Formats for Analytical DBMSs |
2023 |
VLDB |
5.4279553e-05 |
| 6,059 |
Progressive Compressed Records: Taking a Byte out of Deep Learning Data |
2021 |
VLDB |
5.2272544e-05 |
| 8,050 |
Lowering the Latency of Data Processing Pipelines Through FPGA based Hardware Acceleration |
2020 |
VLDB |
4.5933331e-05 |
| 8,340 |
Deep Learning: Systems and Responsibility |
2021 |
SIGMOD |
4.5381546e-05 |
| 8,341 |
Hierarchical Residual Encoding for Multiresolution Time Series Compression |
2023 |
SIGMOD |
4.5373173e-05 |
| 8,432 |
Tackling Hardware/Software co-design from a database perspective |
2020 |
CIDR |
4.5081086e-05 |
| 8,782 |
AWARE: Workload-aware, Redundancy-exploiting Linear Algebra |
2023 |
SIGMOD |
4.4478585e-05 |
| 9,787 |
The Image Calculator: 10x Faster Image-AI Inference by Replacing JPEG with Self-designing Storage Format |
2024 |
SIGMOD |
4.2799988e-05 |
| 11,681 |
doppioDB 2.0: Hardware Techniques for Improved Integration of Machine Learning into Databases |
2019 |
VLDB |
4.1905499e-05 |
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 |
| 121 |
Improved Query Performance with Variant Indexes |
1997 |
SIGMOD |
0.00045429472 |
| 139 |
The MADlib Analytics Library or MAD Skills, the SQL |
2012 |
VLDB |
0.00042320525 |
| 594 |
HYRISE—A Main Memory Hybrid Storage Engine |
2011 |
VLDB |
0.00019515008 |
| 948 |
Data Processing on FPGAs |
2009 |
VLDB |
0.0001510759 |
| 1,044 |
DimmWitted: A Study of Main-Memory Statistical Analytics |
2014 |
VLDB |
0.00014465007 |
| 1,098 |
Query Optimization In Compressed Database Systems |
2001 |
SIGMOD |
0.00014070252 |
| 1,267 |
BitWeaving: Fast Scans for Main Memory Data Processing |
2013 |
SIGMOD |
0.00012917585 |
| 1,882 |
Ibex - An Intelligent Storage Engine with Support for Advanced SQL Off-loading |
2014 |
VLDB |
0.00010210181 |
| 1,908 |
How to Barter Bits for Chronons: Compression and Bandwidth Trade Offs for Database Scans |
2007 |
SIGMOD |
0.00010130401 |
| 1,970 |
Compressed Linear Algebra for Large-Scale Machine Learning |
2016 |
VLDB |
9.9024431e-05 |
| 2,279 |
Streams on Wires — A Query Compiler for FPGAs |
2009 |
VLDB |
9.1249844e-05 |
| 2,390 |
ByteSlice: Pushing the Envelop of Main Memory Data Processing with a New Storage Layout |
2015 |
SIGMOD |
8.9006978e-05 |
| 2,409 |
WideTable: An Accelerator for Analytical Data Processing |
2014 |
VLDB |
8.867144e-05 |
| 3,858 |
Bit-Sliced Index Arithmetic |
2001 |
SIGMOD |
6.6893766e-05 |
| 4,040 |
In-RDBMS Hardware Acceleration of Advanced Analytics |
2018 |
VLDB |
6.5052227e-05 |
| 4,482 |
The bionic DBMS is coming, but what will it look like? |
2013 |
CIDR |
6.1431623e-05 |
| 5,179 |
FPGA-based Data Partitioning |
2017 |
SIGMOD |
5.6384436e-05 |
| 6,400 |
ColumnML: Column-Store Machine Learning with On-The-Fly Data Transformation |
2019 |
VLDB |
5.0739311e-05 |
| 7,419 |
MLBench: Benchmarking Machine Learning Services Against Human Experts |
2018 |
VLDB |
4.7302312e-05 |
| 8,201 |
Accelerating Pattern Matching Queries in Hybrid CPU-FPGA Architectures |
2017 |
SIGMOD |
4.5555217e-05 |
| 8,417 |
doppioDB: A Hardware Accelerated Database |
2017 |
SIGMOD |
4.5120193e-05 |
| 8,433 |
Histograms as a Side Effect of Data Movement for Big Data |
2014 |
SIGMOD |
4.5078508e-05 |
| 8,516 |
Glacier: A Query-to-Hardware Compiler |
2010 |
SIGMOD |
4.4899996e-05 |
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