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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
- 12006
- Venue
- VLDB
- Year
- 2019
- Pagerank
- 5.6796998e-05
- Overall Rank
- 5,123 | 64.37%
- 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 |
| 2,613 |
Decomposed Bounded Floats for Fast Compression and Queries |
2021 |
VLDB |
8.4503824e-05 |
| 5,562 |
A Deep Dive into Common Open Formats for Analytical DBMSs |
2023 |
VLDB |
5.4331334e-05 |
| 6,057 |
Progressive Compressed Records: Taking a Byte out of Deep Learning Data |
2021 |
VLDB |
5.2317752e-05 |
| 8,048 |
Lowering the Latency of Data Processing Pipelines Through FPGA based Hardware Acceleration |
2020 |
VLDB |
4.5977431e-05 |
| 8,346 |
Deep Learning: Systems and Responsibility |
2021 |
SIGMOD |
4.5420668e-05 |
| 8,373 |
Hierarchical Residual Encoding for Multiresolution Time Series Compression |
2023 |
SIGMOD |
4.5329467e-05 |
| 8,441 |
Tackling Hardware/Software co-design from a database perspective |
2020 |
CIDR |
4.5124343e-05 |
| 8,786 |
AWARE: Workload-aware, Redundancy-exploiting Linear Algebra |
2023 |
SIGMOD |
4.4521262e-05 |
| 9,806 |
The Image Calculator: 10x Faster Image-AI Inference by Replacing JPEG with Self-designing Storage Format |
2024 |
SIGMOD |
4.2805224e-05 |
| 11,676 |
doppioDB 2.0: Hardware Techniques for Improved Integration of Machine Learning into Databases |
2019 |
VLDB |
4.1945683e-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 |
0.00045447517 |
| 140 |
The MADlib Analytics Library or MAD Skills, the SQL |
2012 |
VLDB |
0.00042270404 |
| 596 |
HYRISE—A Main Memory Hybrid Storage Engine |
2011 |
VLDB |
0.00019481482 |
| 950 |
Data Processing on FPGAs |
2009 |
VLDB |
0.00015108484 |
| 1,044 |
DimmWitted: A Study of Main-Memory Statistical Analytics |
2014 |
VLDB |
0.00014475229 |
| 1,100 |
Query Optimization In Compressed Database Systems |
2001 |
SIGMOD |
0.00014072277 |
| 1,270 |
BitWeaving: Fast Scans for Main Memory Data Processing |
2013 |
SIGMOD |
0.00012926086 |
| 1,881 |
Ibex - An Intelligent Storage Engine with Support for Advanced SQL Off-loading |
2014 |
VLDB |
0.00010217568 |
| 1,905 |
How to Barter Bits for Chronons: Compression and Bandwidth Trade Offs for Database Scans |
2007 |
SIGMOD |
0.00010138448 |
| 1,967 |
Compressed Linear Algebra for Large-Scale Machine Learning |
2016 |
VLDB |
9.9131712e-05 |
| 2,272 |
Streams on Wires — A Query Compiler for FPGAs |
2009 |
VLDB |
9.1334837e-05 |
| 2,390 |
ByteSlice: Pushing the Envelop of Main Memory Data Processing with a New Storage Layout |
2015 |
SIGMOD |
8.9084657e-05 |
| 2,412 |
WideTable: An Accelerator for Analytical Data Processing |
2014 |
VLDB |
8.8726508e-05 |
| 3,856 |
Bit-Sliced Index Arithmetic |
2001 |
SIGMOD |
6.6942616e-05 |
| 4,033 |
In-RDBMS Hardware Acceleration of Advanced Analytics |
2018 |
VLDB |
6.5113267e-05 |
| 4,484 |
The bionic DBMS is coming, but what will it look like? |
2013 |
CIDR |
6.1475055e-05 |
| 5,178 |
FPGA-based Data Partitioning |
2017 |
SIGMOD |
5.6438393e-05 |
| 6,404 |
ColumnML: Column-Store Machine Learning with On-The-Fly Data Transformation |
2019 |
VLDB |
5.0786954e-05 |
| 7,420 |
MLBench: Benchmarking Machine Learning Services Against Human Experts |
2018 |
VLDB |
4.7347751e-05 |
| 8,202 |
Accelerating Pattern Matching Queries in Hybrid CPU-FPGA Architectures |
2017 |
SIGMOD |
4.5598793e-05 |
| 8,423 |
doppioDB: A Hardware Accelerated Database |
2017 |
SIGMOD |
4.5163448e-05 |
| 8,443 |
Histograms as a Side Effect of Data Movement for Big Data |
2014 |
SIGMOD |
4.5119257e-05 |
| 8,518 |
Glacier: A Query-to-Hardware Compiler |
2010 |
SIGMOD |
4.4943094e-05 |
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