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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
hf819394c66b1951f
Venue
CIDR
Year
2023
Pagerank
5.9981216e-05
Overall Rank
5,776 | 61.17%
DOI
-

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{gandhi_cidr23,
        address = {Amsterdam, Netherlands},
        series = {{CIDR} '23},
        title = {{The Tensor Data Platform: Towards an AI-centric Database System}},
        booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
        author = {Gandhi, Apurva and Asada, Yuki and Fu, Victor and Gemawat, Advitya and Zhang, Lihao and Sen, Rathijit and Curino, Carlo and Camacho-Rodríguez, Jesús and Interlandi, Matteo},
        year = {2023}
}

Incoming Citations (Sorted by Pagerank)

Showing 10 of 10 citing papers.

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Outgoing Citations (Sorted by Pagerank)

Showing 16 of 16 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 0.00055406774
105 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00033638251
194 Milvus: A Purpose-Built Vector Data Management System 2021 SIGMOD 0.00025636725
341 AnalyticDB-V: A Hybrid Analytical Engine Towards Query Fusion for Structured and Unstructured Data 2020 VLDB 0.00020539791
1,825 Data Management for Data Science: Towards Embedded Analytics 2020 CIDR 9.5603293e-05
2,182 Extending Relational Query Processing with ML Inference 2020 CIDR 8.8982998e-05
2,400 Declarative Recursive Computation on an RDBMS or, Why You Should Use a Database For Distributed Machine Learning 2019 VLDB 8.5213814e-05
2,460 Query Processing on Tensor Computation Runtimes 2022 VLDB 8.4348335e-05
2,662 End-to-end Optimization of Machine Learning Prediction Queries 2022 SIGMOD 8.1596229e-05
3,953 Tensors: An abstraction for general data processing 2021 VLDB 6.9027109e-05
4,095 Distributed Deep Learning on Data Systems: A Comparative Analysis of Approaches 2021 VLDB 6.8095767e-05
4,287 VIVA: An End-to-End System for Interactive Video Analytics 2022 CIDR 6.6869736e-05
6,998 Integration of Data Mining and Relational Databases 2000 VLDB 5.6253155e-05
7,868 WindTunnel: Towards Differentiable ML Pipelines Beyond a Single Model 2022 VLDB 5.4365239e-05
9,828 Transforming ML Predictive Pipelines into SQL with MASQ 2021 SIGMOD 5.1249969e-05
10,020 Share the Tensor Tea: How Databases can Leverage the Machine Learning Ecosystem 2022 VLDB 5.0943606e-05
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