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Distributed Deep Learning on Data Systems: A Comparative Analysis of Approaches

Summary: Assesses DL on DB-resident data via four canonical approaches, with MOP highlighted, and notes no single best method. Prototype on Greenplum; DL workloads reveal a Pareto frontier among speed, governance, and portability, guiding DL-support design with open-source artifacts. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
12363
Venue
VLDB
Year
2021
Pagerank
6.05274e-05
Overall Rank
4,601 | 68.03%
DOI
10.14778/3467861.3467867

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 14 of 14 citing papers.

Rank Citing Paper Year Venue Pagerank
3,409 End-to-end Optimization of Machine Learning Prediction Queries 2022 SIGMOD 7.1240791e-05
4,930 User-Defined Operators: Efficiently Integrating Custom Algorithms into Modern Databases 2022 VLDB 5.8171482e-05
6,327 The Tensor Data Platform: Towards an AI-centric Database System 2023 CIDR 5.1035567e-05
6,573 In-Database Machine Learning with CorgiPile: Stochastic Gradient Descent without Full Data Shuffle 2022 SIGMOD 5.0009513e-05
6,790 InferDB: In-Database Machine Learning Inference Using Indexes 2024 VLDB 4.9205968e-05
6,885 Lotan: Bridging the Gap between GNNs and Scalable Graph Analytics Engines 2023 VLDB 4.8908367e-05
7,656 Nautilus: An Optimized System for Deep Transfer Learning over Evolving Training Datasets 2022 SIGMOD 4.6826896e-05
8,864 Cerebro: A Layered Data Platform for Scalable Deep Learning 2021 CIDR 4.4283952e-05
9,325 Powering In-Database Dynamic Model Slicing for Structured Data Analytics 2024 VLDB 4.351469e-05
9,596 Scalable Graph Convolutional Network Training on Distributed-Memory Systems 2023 VLDB 4.3150788e-05
9,787 The Image Calculator: 10x Faster Image-AI Inference by Replacing JPEG with Self-designing Storage Format 2024 SIGMOD 4.2799988e-05
10,979 StarfishDB: a Query Execution Engine for Relational Probabilistic Programming 2024 SIGMOD 4.1905499e-05
11,001 Database Native Model Selection: Harnessing Deep Neural Networks in Database Systems 2024 VLDB 4.1905499e-05
13,185 Reimagining Deep Learning Systems Through the Lens of Data Systems 2024 VLDB -
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Outgoing Citations (Sorted by Pagerank)

Showing 30 of 30 cited papers.

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

Rank Cited Paper Year Venue Pagerank
139 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00042320525
557 SystemML: Declarative Machine Learning on Spark 2016 VLDB 0.00020186115
638 Towards a Unified Architecture for in-RDBMS Analytics 2012 SIGMOD 0.00018810785
684 Cerebro: A Data System for Optimized Deep Learning Model Selection 2020 VLDB 0.00018152321
917 Democratizing Data Science through Interactive Curation of ML Pipelines 2019 SIGMOD 0.00015324193
1,356 Lakehouse: A New Generation of Open Platforms that Unify Data Warehousing and Advanced Analytics 2021 CIDR 0.00012409986
1,407 Hybrid Parallelization Strategies for Large-Scale Machine Learning in SystemML 2014 VLDB 0.00012163413
1,666 HELIX: Holistic Optimization for Accelerating Iterative Machine Learning 2019 VLDB 0.00010955907
1,970 Compressed Linear Algebra for Large-Scale Machine Learning 2016 VLDB 9.9024431e-05
2,355 An Intermediate Representation for Optimizing Machine Learning Pipelines 2019 VLDB 8.9727612e-05
2,446 FlexPS: Flexible Parallelism Control in Parameter Server Architecture 2018 VLDB 8.7988018e-05
2,660 Vertica-ML: Distributed Machine Learning in Vertica Database 2020 SIGMOD 8.3614044e-05
2,809 Extending Relational Query Processing with ML Inference 2020 CIDR 8.0869552e-05
2,892 VISTA: Optimized System for Declarative Feature Transfer from Deep CNNs at Scale 2020 SIGMOD 7.9570135e-05
2,939 AIDA - Abstraction for Advanced In-Database Analytics 2018 VLDB 7.8514162e-05
3,122 DB4ML – An In-Memory Database Kernel with Machine Learning Support 2020 SIGMOD 7.5284233e-05
3,372 CROSSBOW: Scaling Deep Learning with Small Batch Sizes on Multi-GPU Servers 2019 VLDB 7.1633912e-05
3,866 Cloudy with High Chance of DBMS: A 10-year Prediction for Enterprise-Grade ML 2020 CIDR 6.6795497e-05
3,920 On Optimizing Operator Fusion Plans for Large-Scale Machine Learning in SystemML 2018 VLDB 6.6246708e-05
4,745 Rafiki: Machine Learning as an Analytics Service System 2019 VLDB 5.9466323e-05
4,972 PS2: Parameter Server on Spark 2019 SIGMOD 5.7894524e-05
5,300 GLADE: Big Data Analytics Made Easy 2012 SIGMOD 5.5751386e-05
5,836 Tensor Relational Algebra for Distributed Machine Learning System Design 2021 VLDB 5.3079723e-05
6,061 Optimizing Machine Learning Workloads in Collaborative Environments 2020 SIGMOD 5.2270653e-05
6,482 Dynamic Parameter Allocation in Parameter Servers 2020 VLDB 5.0396586e-05
6,535 Tuple-oriented Compression for Large-scale Mini-batch Stochastic Gradient Descent 2019 SIGMOD 5.0184189e-05
7,138 Ease.ml/ci and Ease.ml/meter in Action: Towards Data Management for Statistical Generalization 2019 VLDB 4.8164681e-05
8,397 UDA-GIST: An In-database Framework to Unify Data-Parallel and State-Parallel Analytics 2015 VLDB 4.5208365e-05
8,864 Cerebro: A Layered Data Platform for Scalable Deep Learning 2021 CIDR 4.4283952e-05
9,591 DISIMA: A Distributed and Interoperable Image Database System 2000 SIGMOD 4.3163205e-05
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