The Relational Data Borg is Learning

Summary: Learning over relational data framed as a database task; ML input is feature-extraction and group-by queries. Proposes a toolbox of algebraic, combinatorial, and statistical techniques with system-level optimizations to cut learning time. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 12233
Venue: VLDB
Year: 2020
Pagerank: 5.9168117e-05
Overall Rank: 4,787 | 66.74%
DOI: 10.14778/3415478.3415572

Incoming Non-self Citations Over Time

Authors

1. Dan Olteanu

Incoming Citations (Sorted by Pagerank)

Showing 10 of 10 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
2,456	Production Machine Learning Pipelines: Empirical Analysis and Optimization Opportunities	2021	SIGMOD	8.7649259e-05
3,409	End-to-end Optimization of Machine Learning Prediction Queries	2022	SIGMOD	7.1240791e-05
5,527	Representing Paths in Graph Database Pattern Matching	2023	VLDB	5.4573655e-05
7,055	Serving Deep Learning Models with Deduplication from Relational Databases	2022	VLDB	4.8428976e-05
8,782	AWARE: Workload-aware, Redundancy-exploiting Linear Algebra	2023	SIGMOD	4.4478585e-05
10,269	Database Views as Explanations for Relational Deep Learning	2026	VLDB	4.1905499e-05
10,303	Morphing-based Compression for Data-centric ML Pipelines	2026	VLDB	4.1905499e-05
10,909	Tight Bounds of Circuits for Sum-Product Queries	2024	PODS	4.1905499e-05
11,284	Demonstration of OpenDBML, a Framework for Democratizing In-Database Machine Learning	2023	VLDB	4.1905499e-05
11,365	Givens QR Decomposition over Relational Databases	2022	SIGMOD	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 29 of 29 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
59	Efficiently Compiling Efficient Query Plans for Modern Hardware	2011	VLDB	0.0006445664
139	The MADlib Analytics Library or MAD Skills, the SQL	2012	VLDB	0.00042320525
216	Ripple Joins for Online Aggregation	1999	SIGMOD	0.00033560137
341	EmptyHeaded: A Relational Engine for Graph Processing	2016	SIGMOD	0.00026850764
503	Worst-case Optimal Join Algorithms	2012	PODS	0.00021517145
564	FAQ: Questions Asked Frequently	2016	PODS	0.00020002796
585	DBToaster: Higher-order Delta Processing for Dynamic, Frequently Fresh Views	2012	VLDB	0.00019682634
610	Design and Implementation of the LogicBlox System	2015	SIGMOD	0.00019204048
638	Towards a Unified Architecture for in-RDBMS Analytics	2012	SIGMOD	0.00018810785
832	Learning Linear Regression Models over Factorized Joins	2016	SIGMOD	0.00016089705
1,028	Accelerating XPath Location Steps	2002	SIGMOD	0.00014578947
1,172	Learning Generalized Linear Models Over Normalized Data	2015	SIGMOD	0.00013504249
1,231	Incremental Query Evaluation in a Ring of Databases	2010	PODS	0.00013141213
1,255	Aggregation and Ordering in Factorised Databases	2013	VLDB	0.00013011216
1,422	Data Management Challenges in Production Machine Learning	2017	SIGMOD	0.00012050431
1,452	What do Shannon-type Inequalities, Submodular Width, and Disjunctive Datalog have to do with one another?	2017	PODS	0.00011922523
1,534	Data Management in Machine Learning: Challenges, Techniques, and Systems	2017	SIGMOD	0.00011462072
2,383	How to Architect a Query Compiler	2016	SIGMOD	8.9198524e-05
2,770	The Semiring Framework for Database Provenance	2017	PODS	8.1495762e-05
3,009	On Functional Aggregate Queries with Additive Inequalities	2019	PODS	7.7230513e-05
3,088	FDB: A Query Engine for Factorised Relational Databases	2012	VLDB	7.5940302e-05
3,280	A Layered Aggregate Engine for Analytics Workloads	2019	SIGMOD	7.2813732e-05
3,785	Trade-offs in Static and Dynamic Evaluation of Hierarchical Queries	2020	PODS	6.7658346e-05
4,195	F: Regression Models over Factorized Views	2016	VLDB	6.3635322e-05
4,200	Incremental View Maintenance with Triple Lock Factorization Benefits	2018	SIGMOD	6.3618329e-05
4,614	F-IVM: Learning over Fast-Evolving Relational Data	2020	SIGMOD	6.042045e-05
5,817	BlinkML: Efficient Maximum Likelihood Estimation with Probabilistic Guarantees	2019	SIGMOD	5.3154329e-05
5,957	LMFAO: An Engine for Batches of Group-By Aggregates	2020	VLDB	5.2523266e-05
8,677	Three Modern Roles for Logic in AI	2020	PODS	4.4648893e-05

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Overall Rank	Paper	Year	Venue	Pagerank
606	DeepDB: Learn from Data, not from Queries!	2020	VLDB	0.00019251186
3,144	Active Learning for ML Enhanced Database Systems	2020	SIGMOD	7.4844943e-05
5,805	Discovering Related Data At Scale	2021	VLDB	5.3197639e-05
5,787	Machine Learning for Databases	2021	VLDB	5.3256401e-05
4,913	Machine Learning for Big Data	2013	SIGMOD	5.8320287e-05
9,885	Scalable and Usable Relational Learning With Automatic Language Bias	2021	SIGMOD	4.2580321e-05
1,283	Towards Linear Algebra over Normalized Data	2017	VLDB	0.00012826013
4,406	Declarative Recursive Computation on an RDBMS	2019	VLDB	6.2044305e-05
1,172	Learning Generalized Linear Models Over Normalized Data	2015	SIGMOD	0.00013504249
9,775	Structure-Aware Machine Learning over Multi-Relational Databases	2021	SIGMOD	4.2815042e-05