The Tensor Data Platform: Towards an AI-centric Database System

Summary: Shift DBMS core from relations to tensors to natively support multimodal data, leverage tensor hardware/runtimes, and enable automatic differentiation for trainable queries. Introduce TDP, extending relational→tensor mappings with tight tensor-runtime integration to support broader multimodal and differentiable query processing. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 492
Venue: CIDR
Year: 2023
Pagerank: 5.1035567e-05
Overall Rank: 6,327 | 56.03%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 8 of 8 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
6,068	GPU Database Systems Characterization and Optimization	2024	VLDB	5.2240241e-05
6,790	InferDB: In-Database Machine Learning Inference Using Indexes	2024	VLDB	4.9205968e-05
7,917	Terabyte-Scale Analytics in the Blink of an Eye	2026	VLDB	4.6129625e-05
8,706	nsDB: Architecting the Next Generation Database by Integrating Neural and Symbolic Systems	2024	VLDB	4.4587004e-05
9,474	TGraph: A Tensor-centric Graph Processing Framework	2025	SIGMOD	4.3300131e-05
9,693	EinDecomp: Decomposition of Declaratively-Specified Machine Learning and Numerical Computations for Parallel Execution	2025	VLDB	4.2984337e-05
10,293	GPU Acceleration of SQL Analytics on Compressed Data	2026	VLDB	4.1905499e-05
10,721	Towards Designing Future-Proof Data Processing Systems	2025	VLDB	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
66	Spark SQL: Relational Data Processing in Spark	2015	SIGMOD	0.00061707583
139	The MADlib Analytics Library or MAD Skills, the SQL	2012	VLDB	0.00042320525
494	Milvus: A Purpose-Built Vector Data Management System	2021	SIGMOD	0.00021769407
730	AnalyticDB-V: A Hybrid Analytical Engine Towards Query Fusion for Structured and Unstructured Data	2020	VLDB	0.00017443615
2,445	Data Management for Data Science: Towards Embedded Analytics	2020	CIDR	8.7999299e-05
2,809	Extending Relational Query Processing with ML Inference	2020	CIDR	8.0869552e-05
3,260	Query Processing on Tensor Computation Runtimes	2022	VLDB	7.3091312e-05
3,409	End-to-end Optimization of Machine Learning Prediction Queries	2022	SIGMOD	7.1240791e-05
4,601	Distributed Deep Learning on Data Systems: A Comparative Analysis of Approaches	2021	VLDB	6.05274e-05
4,642	VIVA: An End-to-End System for Interactive Video Analytics	2022	CIDR	6.0214283e-05
4,700	Tensors: An abstraction for general data processing	2021	VLDB	5.9810592e-05
6,981	Integration of Data Mining and Relational Databases	2000	VLDB	4.8688342e-05
7,717	WindTunnel: Towards Differentiable ML Pipelines Beyond a Single Model	2022	VLDB	4.6641687e-05
9,441	Transforming ML Predictive Pipelines into SQL with MASQ	2021	SIGMOD	4.3389137e-05
9,694	Share the Tensor Tea: How Databases can Leverage the Machine Learning Ecosystem	2022	VLDB	4.2984337e-05

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5,089	TCUDB: Accelerating Database with Tensor Processors	2022	SIGMOD	5.7017353e-05
9,915	TenGraph: A Tensor-Based Graph Query Engine	2024	VLDB	4.2520778e-05
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4,406	Declarative Recursive Computation on an RDBMS	2019	VLDB	6.2044305e-05
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5,669	Databases Unbound: Querying All of the World's Bytes with AI	2024	VLDB	5.3805024e-05
9,694	Share the Tensor Tea: How Databases can Leverage the Machine Learning Ecosystem	2022	VLDB	4.2984337e-05
3,260	Query Processing on Tensor Computation Runtimes	2022	VLDB	7.3091312e-05