Share the Tensor Tea: How Databases can Leverage the Machine Learning Ecosystem

Summary: TQP compiles relational operators into tensor programs and runs on tensor runtimes like PyTorch. End-to-end acceleration of mixed relational-ML workloads across CPU, GPU, and browser backends, with TPC-H support and strong performance. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 12841
Venue: VLDB
Year: 2022
Pagerank: 4.2984337e-05
Overall Rank: 9,694 | 32.63%
DOI: 10.14778/3554821.3554853

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 8 of 8 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
3,260	Query Processing on Tensor Computation Runtimes	2022	VLDB	7.3091312e-05
6,068	GPU Database Systems Characterization and Optimization	2024	VLDB	5.2240241e-05
6,327	The Tensor Data Platform: Towards an AI-centric Database System	2023	CIDR	5.1035567e-05
7,917	Terabyte-Scale Analytics in the Blink of an Eye	2026	VLDB	4.6129625e-05
7,920	JoinBoost: Grow Trees Over Normalized Data Using Only SQL	2023	VLDB	4.6120304e-05
8,274	Galley: Modern Query Optimization for Sparse Tensor Programs	2025	SIGMOD	4.5392079e-05
10,293	GPU Acceleration of SQL Analytics on Compressed Data	2026	VLDB	4.1905499e-05
10,755	Scaling GPU-Accelerated Databases beyond GPU Memory Size	2025	VLDB	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 4 of 4 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
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
3,866	Cloudy with High Chance of DBMS: A 10-year Prediction for Enterprise-Grade ML	2020	CIDR	6.6795497e-05
4,700	Tensors: An abstraction for general data processing	2021	VLDB	5.9810592e-05

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4,359	Hardware-conscious Query Processing in GPU-accelerated Analytical Engines	2019	CIDR	6.2493951e-05
5,836	Tensor Relational Algebra for Distributed Machine Learning System Design	2021	VLDB	5.3079723e-05
9,915	TenGraph: A Tensor-Based Graph Query Engine	2024	VLDB	4.2520778e-05
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5,089	TCUDB: Accelerating Database with Tensor Processors	2022	SIGMOD	5.7017353e-05
6,327	The Tensor Data Platform: Towards an AI-centric Database System	2023	CIDR	5.1035567e-05
10,121	TQEx: Tensor-based Query Engine Enhanced by Bridging the Gap	2026	SIGMOD	4.1905499e-05
3,260	Query Processing on Tensor Computation Runtimes	2022	VLDB	7.3091312e-05