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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
491
Venue
CIDR
Year
2023
Pagerank
6.0309873e-05
Overall Rank
5,953 | 59.16%
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 8 of 8 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
24 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00054865648
106 The MADlib Analytics Library or MAD Skills, the SQL 2012 VLDB 0.00033539462
286 Milvus: A Purpose-Built Vector Data Management System 2021 SIGMOD 0.00022357911
406 AnalyticDB-V: A Hybrid Analytical Engine Towards Query Fusion for Structured and Unstructured Data 2020 VLDB 0.00019054532
2,000 Data Management for Data Science: Towards Embedded Analytics 2020 CIDR 9.3336258e-05
2,293 Extending Relational Query Processing with ML Inference 2020 CIDR 8.7949378e-05
2,370 Declarative Recursive Computation on an RDBMS or, Why You Should Use a Database For Distributed Machine Learning 2019 VLDB 8.6795925e-05
2,823 Query Processing on Tensor Computation Runtimes 2022 VLDB 8.0893814e-05
2,865 End-to-end Optimization of Machine Learning Prediction Queries 2022 SIGMOD 8.0180243e-05
3,874 Tensors: An abstraction for general data processing 2021 VLDB 7.0561161e-05
4,067 Distributed Deep Learning on Data Systems: A Comparative Analysis of Approaches 2021 VLDB 6.9293511e-05
4,256 VIVA: An End-to-End System for Interactive Video Analytics 2022 CIDR 6.8018439e-05
6,923 Integration of Data Mining and Relational Databases 2000 VLDB 5.7387134e-05
7,746 WindTunnel: Towards Differentiable ML Pipelines Beyond a Single Model 2022 VLDB 5.5531058e-05
9,649 Transforming ML Predictive Pipelines into SQL with MASQ 2021 SIGMOD 5.2430158e-05
9,835 Share the Tensor Tea: How Databases can Leverage the Machine Learning Ecosystem 2022 VLDB 5.2112879e-05
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