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Declarative Recursive Computation on an RDBMS or, Why You Should Use a Database For Distributed Machine Learning

Summary: Extends an RDBMS with recursion and large-plan optimization to declaratively execute distributed ML. Unlike TensorFlow-style systems, it naturally supports bulk-synchronous model parallelism, scaling models too large to fit in a single machine’s memory. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
12195
Venue
VLDB
Year
2019
Pagerank
8.6795925e-05
Overall Rank
2,370 | 83.75%
DOI
10.14778/3317315.3317323

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{jankov_vldb19,
        title = {{Declarative Recursive Computation on an RDBMS or, Why You Should Use a Database For Distributed Machine Learning}},
        author = {Jankov, Dimitrije and Luo, Shangyu and Yuan, Binhang and Cai, Zhuhua and Zou, Jia and Jermaine, Chris and Gao, Zekai J.},
        journal = {PVLDB},
        series = {{VLDB} '19},
        volume = {12},
        number = {7},
        pages = {822--835},
        doi = {10.14778/3317315.3317323},
        url = {https://doi.org/10.14778/3317315.3317323},
        year = {2019}
}

Incoming Citations (Sorted by Pagerank)

Showing 22 of 22 citing papers.

Rank Citing Paper Year Venue Pagerank
2,293 Extending Relational Query Processing with ML Inference 2020 CIDR 8.7949378e-05
2,347 Vertica-ML: Distributed Machine Learning in Vertica Database 2020 SIGMOD 8.7157552e-05
2,584 Complaint-driven Training Data Debugging for Query 2.0 2020 SIGMOD 8.3783546e-05
2,823 Query Processing on Tensor Computation Runtimes 2022 VLDB 8.0893814e-05
3,257 One WITH RECURSIVE is Worth Many GOTOs 2021 SIGMOD 7.590651e-05
4,067 Distributed Deep Learning on Data Systems: A Comparative Analysis of Approaches 2021 VLDB 6.9293511e-05
4,571 GeCo: Quality Counterfactual Explanations in Real Time 2021 VLDB 6.625099e-05
5,195 Tensor Relational Algebra for Distributed Machine Learning System Design 2021 VLDB 6.3232105e-05
5,876 BAGUA: Scaling up Distributed Learning with System Relaxations 2022 VLDB 6.0557672e-05
5,953 The Tensor Data Platform: Towards an AI-centric Database System 2023 CIDR 6.0309873e-05
6,046 Automatic Optimization of Matrix Implementations for Distributed Machine Learning and Linear Algebra 2021 SIGMOD 5.9956597e-05
6,339 In-Database Machine Learning with CorgiPile: Stochastic Gradient Descent without Full Data Shuffle 2022 SIGMOD 5.907165e-05
6,585 JoinBoost: Grow Trees Over Normalized Data Using Only SQL 2023 VLDB 5.8350362e-05
6,708 Serving Deep Learning Models with Deduplication from Relational Databases 2022 VLDB 5.7964983e-05
8,716 nsDB: Architecting the Next Generation Database by Integrating Neural and Symbolic Systems 2024 VLDB 5.3776746e-05
9,542 Database as Runtime: Compiling LLMs to SQL for In-database Model Serving 2025 SIGMOD 5.2528121e-05
9,840 Distributed Numerical and Machine Learning Computations via Two-Phase Execution of Aggregated Join Trees 2021 VLDB 5.2103367e-05
10,293 Variational Inference for De Finetti Logic 2026 SIGMOD 5.093636e-05
10,410 TranSQL+: Serving Large Language Models with SQL on Low-Resource Hardware 2026 SIGMOD 5.093636e-05
10,466 InferF: Declarative Factorization of AI/ML Inferences over Joins 2026 SIGMOD 5.093636e-05
10,514 Automated Tensor-Relational Decomposition for Large-Scale Sparse Tensor Computation 2026 VLDB 5.093636e-05
11,189 StarfishDB: a Query Execution Engine for Relational Probabilistic Programming 2024 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 6 of 6 cited papers.

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

Rank Cited Paper Year Venue Pagerank
24 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00054865648
151 Efficient Mid-Query Re-Optimization of Sub-Optimal Query Execution Plans 1998 SIGMOD 0.00029161879
233 Fast Serializable Multi-Version Concurrency Control for Main-Memory Database Systems 2015 SIGMOD 0.00023815642
290 An Overview of Query Optimization in Relational Systems 1998 PODS 0.0002227038
452 An Architecture for Parallel Topic Models 2010 VLDB 0.00018146809
993 Simulation of Database-Valued Markov Chains Using SimSQL 2013 SIGMOD 0.00012789598
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