Dynamic Parameter Allocation in Parameter Servers
Summary: Dynamic parameter allocation in parameter servers to boost PAL and cut communication in distributed ML. Lapse: a fast, efficient PS with near-linear scaling, outperforming prior PS by orders of magnitude across tasks. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 7 of 7 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,795 | Towards Demystifying Serverless Machine Learning Training | 2021 | SIGMOD | 8.1135606e-05 |
| 4,601 | Distributed Deep Learning on Data Systems: A Comparative Analysis of Approaches | 2021 | VLDB | 6.05274e-05 |
| 5,169 | HET-GMP: A Graph-based System Approach to Scaling Large Embedding Model Training | 2022 | SIGMOD | 5.642415e-05 |
| 5,383 | Parallel Training of Knowledge Graph Embedding Models: A Comparison of Techniques | 2022 | VLDB | 5.5357645e-05 |
| 5,992 | NuPS: A Parameter Server for Machine Learning with Non-Uniform Parameter Access | 2022 | SIGMOD | 5.2380905e-05 |
| 8,052 | Just Move It! Dynamic Parameter Allocation in Action | 2021 | VLDB | 4.5925868e-05 |
| 9,787 | The Image Calculator: 10x Faster Image-AI Inference by Replacing JPEG with Self-designing Storage Format | 2024 | SIGMOD | 4.2799988e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 7 of 7 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 39 | Distributed GraphLab: A Framework for Machine Learning and Data Mining in the Cloud | 2012 | VLDB | 0.00075263552 |
| 330 | An Architecture for Parallel Topic Models | 2010 | VLDB | 0.00027271063 |
| 1,946 | Heterogeneity-aware Distributed Parameter Servers | 2017 | SIGMOD | 9.9983926e-05 |
| 2,037 | NOMAD: Non-locking, stOchastic Multi-machine algorithm for Asynchronous and Decentralized matrix completion | 2014 | VLDB | 9.7063185e-05 |
| 2,446 | FlexPS: Flexible Parallelism Control in Parameter Server Architecture | 2018 | VLDB | 8.7988018e-05 |
| 4,121 | Husky: Towards a More Efficient and Expressive Distributed Computing Framework | 2016 | VLDB | 6.4302383e-05 |
| 4,972 | PS2: Parameter Server on Spark | 2019 | SIGMOD | 5.7894524e-05 |
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