Reimagining Deep Learning Systems Through the Lens of Data Systems

Summary: Reframes DL systems through a data-systems lens, advocating transplanting DB ideas—especially new analogues of multi-query optimization—into DL runtimes. Presents system designs and optimizations that substantially cut runtime and cost while improving scalability, usability, and resource efficiency. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 13697
Venue: VLDB
Year: 2024
Pagerank: -
Overall Rank: 13,171 | 8.38%
DOI: 10.14778/3685800.3685914

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Authors

1. Arun Kumar

Incoming Citations (Sorted by Pagerank)

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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
683	Cerebro: A Data System for Optimized Deep Learning Model Selection	2020	VLDB	0.00018195476
2,863	Incremental and Approximate Inference for Faster Occlusion-based Deep CNN Explanations	2019	SIGMOD	7.9877991e-05
2,886	VISTA: Optimized System for Declarative Feature Transfer from Deep CNNs at Scale	2020	SIGMOD	7.9612767e-05
4,557	Distributed Deep Learning on Data Systems: A Comparative Analysis of Approaches	2021	VLDB	6.087611e-05
6,884	Lotan: Bridging the Gap between GNNs and Scalable Graph Analytics Engines	2023	VLDB	4.8955332e-05
7,656	Nautilus: An Optimized System for Deep Transfer Learning over Evolving Training Datasets	2022	SIGMOD	4.6871575e-05
8,864	Cerebro: A Layered Data Platform for Scalable Deep Learning	2021	CIDR	4.4326439e-05
9,222	Towards an Optimized GROUP BY Abstraction for Large-Scale Machine Learning	2021	VLDB	4.3698672e-05
9,223	Intermittent Human-in-the-Loop Model Selection using Cerebro: A Demonstration	2021	VLDB	4.3698672e-05
13,313	Demonstration of Krypton: Optimized CNN Inference for Occlusion-based Deep CNN Explanations	2019	VLDB	-

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1,532	Data Management in Machine Learning: Challenges, Techniques, and Systems	2017	SIGMOD	0.00011472681
3,658	Towards a Hands-Free Query Optimizer through Deep Learning	2019	CIDR	6.8704209e-05
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10,452	ScaleLLM: A Technique for Scalable LLM-augmented Data Systems	2025	SIGMOD	4.1945683e-05
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