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Errata for "Cerebro: A Data System for Optimized Deep Learning Model Selection"

Summary: Corrects Cerebro’s decentralized fine-grained training communication-cost formula (Horovod), revising the illustrative comparison from 9,000× to 10,000×/9,000×. Technical results, experiments, and conclusions remain unchanged. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
12788
Venue
VLDB
Year
2021
Pagerank
-
Overall Rank
13,473 | 7.57%
DOI
10.14778/3447689.3447691

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Authors

BibTeX Citation

@article{nakandala_vldb21,
        title = {{Errata for "Cerebro: A Data System for Optimized Deep Learning Model Selection"}},
        author = {Nakandala, Supun and Zhang, Yuhao and Kumar, Arun},
        journal = {PVLDB},
        series = {{VLDB} '21},
        volume = {14},
        number = {6},
        pages = {863--863},
        doi = {10.14778/3447689.3447691},
        url = {https://doi.org/10.14778/3447689.3447691},
        year = {2021}
}

Incoming Citations (Sorted by Pagerank)

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Rank Citing Paper Year Venue Pagerank
1,157 Cerebro: A Data System for Optimized Deep Learning Model Selection 2020 VLDB 0.00011924049
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Outgoing Citations (Sorted by Pagerank)

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

Rank Cited Paper Year Venue Pagerank
1,157 Cerebro: A Data System for Optimized Deep Learning Model Selection 2020 VLDB 0.00011924049
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