DBScholar

Back to papers

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
hc97fed9f3b3786fc
Venue
VLDB
Year
2019
Pagerank
8.517457e-05
Overall Rank
2,401 | 83.87%
DOI
10.14778/3317315.3317323
PDF
Download (CC BY-NC-ND 4.0)

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
2,184 Extending Relational Query Processing with ML Inference 2020 CIDR 8.8953085e-05
2,388 Vertica-ML: Distributed Machine Learning in Vertica Database 2020 SIGMOD 8.5342225e-05
2,460 Query Processing on Tensor Computation Runtimes 2022 VLDB 8.4308406e-05
2,600 Complaint-driven Training Data Debugging for Query 2.0 2020 SIGMOD 8.2346824e-05
3,195 One WITH RECURSIVE is Worth Many GOTOs 2021 SIGMOD 7.546228e-05
4,097 Distributed Deep Learning on Data Systems: A Comparative Analysis of Approaches 2021 VLDB 6.8064316e-05
4,673 GeCo: Quality Counterfactual Explanations in Real Time 2021 VLDB 6.4733885e-05
5,292 Tensor Relational Algebra for Distributed Machine Learning System Design 2021 VLDB 6.1911633e-05
5,778 The Tensor Data Platform: Towards an AI-centric Database System 2023 CIDR 5.9953658e-05
5,999 BAGUA: Scaling up Distributed Learning with System Relaxations 2022 VLDB 5.9170896e-05
6,171 Automatic Optimization of Matrix Implementations for Distributed Machine Learning and Linear Algebra 2021 SIGMOD 5.8597104e-05
6,460 In-Database Machine Learning with CorgiPile: Stochastic Gradient Descent without Full Data Shuffle 2022 SIGMOD 5.7746493e-05
6,552 JoinBoost: Grow Trees Over Normalized Data Using Only SQL 2023 VLDB 5.7475822e-05
6,844 Serving Deep Learning Models with Deduplication from Relational Databases 2022 VLDB 5.6647722e-05
8,990 nsDB: Architecting the Next Generation Database by Integrating Neural and Symbolic Systems 2024 VLDB 5.2418665e-05
9,729 Database as Runtime: Compiling LLMs to SQL for In-database Model Serving 2025 SIGMOD 5.1325223e-05
10,026 Distributed Numerical and Machine Learning Computations via Two-Phase Execution of Aggregated Join Trees 2021 VLDB 5.0919429e-05
10,516 Variational Inference for De Finetti Logic 2026 SIGMOD 4.9769913e-05
10,613 TranSQL+: Serving Large Language Models with SQL on Low-Resource Hardware 2026 SIGMOD 4.9769913e-05
10,664 InferF: Declarative Factorization of AI/ML Inferences over Joins 2026 SIGMOD 4.9769913e-05
10,709 Automated Tensor-Relational Decomposition for Large-Scale Sparse Tensor Computation 2026 VLDB 4.9769913e-05
11,538 StarfishDB: a Query Execution Engine for Relational Probabilistic Programming 2024 SIGMOD 4.9769913e-05
Previous Page 1 / 1 Next

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
23 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00055384955
149 Efficient Mid-Query Re-Optimization of Sub-Optimal Query Execution Plans 1998 SIGMOD 0.00028977821
228 Fast Serializable Multi-Version Concurrency Control for Main-Memory Database Systems 2015 SIGMOD 0.00023915456
272 An Overview of Query Optimization in Relational Systems 1998 PODS 0.0002251422
464 An Architecture for Parallel Topic Models 2010 VLDB 0.00017783871
1,009 Simulation of Database-Valued Markov Chains Using SimSQL 2013 SIGMOD 0.0001253551
Previous Page 1 / 1 Next

Semantically Similar Papers

# Overall Rank Paper Year Venue
1 4,097 Distributed Deep Learning on Data Systems: A Comparative Analysis of Approaches 2021 VLDB
2 13,751 Using Deep Learning Models to Replace Large Materialized Views in Relational Database 2021 CIDR
3 5,292 Tensor Relational Algebra for Distributed Machine Learning System Design 2021 VLDB
4 5,778 The Tensor Data Platform: Towards an AI-centric Database System 2023 CIDR
5 318 DeepDB: Learn from Data, not from Queries! 2020 VLDB
6 10,026 Distributed Numerical and Machine Learning Computations via Two-Phase Execution of Aggregated Join Trees 2021 VLDB
7 13,181 Decision Tables: Scalable Classification Exploring RDBMS Capabilities 2000 VLDB
8 4,935 Machine Learning for Big Data 2013 SIGMOD
9 6,844 Serving Deep Learning Models with Deduplication from Relational Databases 2022 VLDB
10 10,158 Structure-Aware Machine Learning over Multi-Relational Databases 2021 SIGMOD