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Scalable Asynchronous Gradient Descent Optimization for Out-of-Core Models
Summary: Scales asynchronous SGD for out-of-core models via vertical offline partitioning of the model and online updates. A preemptive push-based sharing mechanism minimizes disk I/O, delivering improved convergence over HOGWILD! and enabling scalability to massive models.
(summarized by gpt-5-nano on Feb 09 2026)
- Paper ID
- 11592
- Venue
- VLDB
- Year
- 2017
- Pagerank
- 6.2244283e-05
- Overall Rank
- 4,395 | 69.43%
- DOI
-
-
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
Outgoing Citations (Sorted by Pagerank)
Showing 12 of 12 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 140 |
The MADlib Analytics Library or MAD Skills, the SQL |
2012 |
VLDB |
0.00042270404 |
| 658 |
Towards a Unified Architecture for in-RDBMS Analytics |
2012 |
SIGMOD |
0.00018506577 |
| 761 |
Materialization Optimizations for Feature Selection Workloads |
2014 |
SIGMOD |
0.00017053783 |
| 834 |
Learning Linear Regression Models over Factorized Joins |
2016 |
SIGMOD |
0.00016135159 |
| 903 |
To Join or Not to Join? Thinking Twice about Joins before Feature Selection |
2016 |
SIGMOD |
0.0001547016 |
| 1,158 |
Simulation of Database-Valued Markov Chains Using SimSQL |
2013 |
SIGMOD |
0.0001361064 |
| 1,167 |
Learning Generalized Linear Models Over Normalized Data |
2015 |
SIGMOD |
0.00013547713 |
| 1,584 |
Augmented Sketch: Faster and More Accurate Stream Processing |
2016 |
SIGMOD |
0.00011255801 |
| 1,999 |
Data Morphing: An Adaptive, Cache-Conscious Storage Technique |
2003 |
VLDB |
9.8235392e-05 |
| 4,576 |
The Missing Piece in Complex Analytics: Low Latency, Scalable Model Management and Serving with Velox |
2015 |
CIDR |
6.0721464e-05 |
| 5,294 |
GLADE: Big Data Analytics Made Easy |
2012 |
SIGMOD |
5.5810654e-05 |
| 7,114 |
A Comparison of Knives for Bread Slicing |
2013 |
VLDB |
4.827351e-05 |
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