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The Missing Piece in Complex Analytics: Low Latency, Scalable Model Management and Serving with Velox

Summary: Velox: low-latency, scalable model management and serving that turns offline-trained models into production services with per-request prediction and adaptive materialization. Adds lightweight online updates and dynamic weighting to balance freshness, accuracy, and latency. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
260
Venue
CIDR
Year
2015
Pagerank
6.8276099e-05
Overall Rank
4,214 | 71.09%
DOI
-

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{crankshaw_cidr15,
        address = {Amsterdam, Netherlands},
        series = {{CIDR} '15},
        title = {{The Missing Piece in Complex Analytics: Low Latency, Scalable Model Management and Serving with Velox}},
        booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
        author = {Crankshaw, Daniel and Bailis, Peter and Gonzalez, Joseph E. and Li, Haoyuan and Zhang, Zhao and Franklin, Michael J. and Ghodsi, Ali and Jordan, Michael I.},
        year = {2015}
}

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