Reimagining Deep Learning Systems Through the Lens of Data Systems

Summary: Recasts deep-learning model selection as multi-query execution, importing data-system optimization principles. Develops sharing, placement, data-movement, hybrid-parallelism, and semantics-aware techniques to reduce DL runtime, cost, energy, and tuning effort. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID: 13885
Venue: VLDB
Year: 2024
Pagerank: -
Overall Rank: 13,375 | 8.24%
DOI: 10.14778/3685800.3685914

Incoming Non-self Citations Over Time

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Authors

1. Arun Kumar (University of California San Diego)

BibTeX Citation

@article{kumar_vldb24,
        title = {{Reimagining Deep Learning Systems Through the Lens of Data Systems}},
        author = {Kumar, Arun},
        journal = {PVLDB},
        series = {{VLDB} '24},
        volume = {17},
        number = {12},
        pages = {4531--4535},
        doi = {10.14778/3685800.3685914},
        url = {https://doi.org/10.14778/3685800.3685914},
        year = {2024}
}

Incoming Citations (Sorted by Pagerank)

Showing 0 of 0 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank

Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

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
2,987	Incremental and Approximate Inference for Faster Occlusion-based Deep CNN Explanations	2019	SIGMOD	7.8907997e-05
3,573	VISTA: Optimized System for Declarative Feature Transfer from Deep CNNs at Scale	2020	SIGMOD	7.2977194e-05
4,067	Distributed Deep Learning on Data Systems: A Comparative Analysis of Approaches	2021	VLDB	6.9293511e-05
6,588	Lotan: Bridging the Gap between GNNs and Scalable Graph Analytics Engines	2023	VLDB	5.833338e-05
7,656	Nautilus: An Optimized System for Deep Transfer Learning over Evolving Training Datasets	2022	SIGMOD	5.5740571e-05
8,979	Cerebro: A Layered Data Platform for Scalable Deep Learning	2021	CIDR	5.3399615e-05
9,371	Towards an Optimized GROUP BY Abstraction for Large-Scale Machine Learning	2021	VLDB	5.275595e-05
9,372	Intermittent Human-in-the-Loop Model Selection using Cerebro: A Demonstration	2021	VLDB	5.275595e-05
13,514	Demonstration of Krypton: Optimized CNN Inference for Occlusion-based Deep CNN Explanations	2019	VLDB	-

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