Towards Foundation Database Models

Summary: Argues for foundation database models: pre-trained, dataset- and task-agnostic models that enable low-overhead transfer to unseen datasets and replace expensive one-off per-task training. Proposes an architecture, shows a prototype feasibility study, and outlines a research roadmap. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 559
Venue: CIDR
Year: 2025
Pagerank: 4.4329366e-05
Overall Rank: 8,847 | 38.52%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
9,728	Semantic Integrity Constraints: Declarative Guardrails for AI-Augmented Data Processing Systems	2025	VLDB	4.2901665e-05
9,992	Leveraging Query Optimizers to Verify the Soundness of LLM-based Query Rewrites for Real-World Workloads, and More!	2026	CIDR	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 15 of 15 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
101	The Case for Learned Index Structures	2018	SIGMOD	0.00049778866
203	Learned Cardinalities: Estimating Correlated Joins with Deep Learning	2019	CIDR	0.00034868567
329	Neo: A Learned Query Optimizer	2019	VLDB	0.00027301488
514	TURL: Table Understanding through Representation Learning	2021	VLDB	0.00021280726
516	Can Foundation Models Wrangle Your Data?	2023	VLDB	0.00021194444
606	DeepDB: Learn from Data, not from Queries!	2020	VLDB	0.00019251186
634	Bao: Making Learned Query Optimization Practical	2021	SIGMOD	0.00018844568
804	An End-to-End Learning-based Cost Estimator	2020	VLDB	0.0001643674
1,464	Learning Multi-dimensional Indexes	2020	SIGMOD	0.0001184772
1,887	Tsunami: A Learned Multi-dimensional Index for Correlated Data and Skewed Workloads	2021	VLDB	0.00010201938
3,066	Learning a Partitioning Advisor for Cloud Databases	2020	SIGMOD	7.6255556e-05
3,131	Why TPC Is Not Enough: An Analysis of the Amazon Redshift Fleet	2024	VLDB	7.5054309e-05
3,819	Zero-Shot Cost Models for Out-of-the-box Learned Cost Prediction	2022	VLDB	6.7267885e-05
6,365	Pre-training Summarization Models of Structured Datasets for Cardinality Estimation	2022	VLDB	5.0892829e-05
6,774	A Unified Transferable Model for ML-Enhanced DBMS	2022	CIDR	4.9253635e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
3,144	Active Learning for ML Enhanced Database Systems	2020	SIGMOD	7.4844943e-05
606	DeepDB: Learn from Data, not from Queries!	2020	VLDB	0.00019251186
3,658	Towards a Hands-Free Query Optimizer through Deep Learning	2019	CIDR	6.8700949e-05
9,775	Structure-Aware Machine Learning over Multi-Relational Databases	2021	SIGMOD	4.2815042e-05
10,269	Database Views as Explanations for Relational Deep Learning	2026	VLDB	4.1905499e-05
516	Can Foundation Models Wrangle Your Data?	2023	VLDB	0.00021194444
5,787	Machine Learning for Databases	2021	VLDB	5.3256401e-05
11,319	Data Management Opportunities for Foundation Models	2022	CIDR	4.1905499e-05
5,250	One Model to Rule them All: Towards Zero-Shot Learning for Databases	2022	CIDR	5.6007779e-05
6,774	A Unified Transferable Model for ML-Enhanced DBMS	2022	CIDR	4.9253635e-05