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TPCx-AI - An Industry Standard Benchmark for Artificial Intelligence and Machine Learning Systems

Summary: TPCx-AI: the first standardized, industry benchmark for end-to-end ML deployments. Uniquely combines scalable realistic structured/unstructured data generation with representative integration, processing, training, and inference workloads across Python and Spark. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
h8ea60105924f4f0a
Venue
VLDB
Year
2023
Pagerank
6.3511742e-05
Overall Rank
4,925 | 66.89%
DOI
10.14778/3611540.3611554

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{brucke_vldb23,
        title = {{TPCx-AI - An Industry Standard Benchmark for Artificial Intelligence and Machine Learning Systems}},
        author = {Brücke, Christoph and Härtling, Philipp and Patel, Hamesh and Palacios, Rodrigo D Escobar and Rabl, Tilmann},
        journal = {PVLDB},
        series = {{VLDB} '23},
        volume = {16},
        number = {12},
        pages = {3649--3661},
        doi = {10.14778/3611540.3611554},
        url = {https://doi.org/10.14778/3611540.3611554},
        year = {2023}
}

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