Declarative Data Serving: The Future of Machine Learning Inference on the Edge
Summary: Proposes declarative data serving for edge ML inference, specifying data placement and movement across heterogeneous devices via high-level constraints. Positions this as a database agenda for managing task-specific communication without brittle hand-coded systems. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Ted Shaowang (University of Chicago)
- 2. Nilesh Jain (Intel)
- 3. Dennis D. Matthews (Intel)
- 4. Sanjay Krishnan (University of Chicago)
BibTeX Citation
@article{shaowang_vldb21,
title = {{Declarative Data Serving: The Future of Machine Learning Inference on the Edge}},
author = {Shaowang, Ted and Jain, Nilesh and Matthews, Dennis D. and Krishnan, Sanjay},
journal = {PVLDB},
series = {{VLDB} '21},
volume = {14},
number = {11},
pages = {2555--2562},
doi = {10.14778/3476249.3476302},
url = {https://doi.org/10.14778/3476249.3476302},
year = {2021}
}Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,623 | KEN: An Execution Engine for Unstructured Database Systems | 2026 | VLDB | 5.093636e-05 |
| 11,077 | Algorithmic Data Minimization for Machine Learning over Internet-of-Things Data Streams | 2025 | VLDB | 5.093636e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,322 | Design Considerations for High Fan-in Systems: The HiFi Approach | 2005 | CIDR | 0.00011155403 |
| 2,384 | DeepLens: Towards a Visual Data Management System | 2019 | CIDR | 8.6494525e-05 |
| 3,306 | Frontier: Resilient Edge Processing for the Internet of Things | 2018 | VLDB | 7.5387095e-05 |
| 3,419 | DPaxos: Managing Data Closer to Users for Low-Latency and Mobile Applications | 2018 | SIGMOD | 7.4285044e-05 |
| 5,215 | The NebulaStream Platform: Data and Application Management for the Internet of Things | 2020 | CIDR | 6.3124972e-05 |
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| 1 | 11,805 | SuccinctEdge: A Succinct RDF Store for Edge Computing | 2020 | VLDB |
| 2 | 6,061 | VergeDB: A Database for IoT Analytics on Edge Devices | 2021 | CIDR |
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| 9 | 11,119 | The Tipping Point of Edge-Cloud Data Management | 2024 | CIDR |
| 10 | 10,121 | End-to-End Declarative Data Analytics: Co-designing Engines, Interfaces, and Cloud Infrastructure | 2026 | CIDR |