Declarative Data Serving: The Future of Machine Learning Inference on the Edge
Summary: Declarative data serving for edge ML inference: data flows across heterogeneous nodes governed by high-level constraints. Shows how heterogeneity and task-specific patterns complicate deployment, and outlines a database agenda for edge computing. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Ted Shaowang
- 2. Nilesh Jain
- 3. Dennis D. Matthews
- 4. Sanjay Krishnan
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,337 | KEN: An Execution Engine for Unstructured Database Systems | 2026 | VLDB | 4.1905499e-05 |
| 10,857 | Algorithmic Data Minimization for Machine Learning over Internet-of-Things Data Streams | 2025 | VLDB | 4.1905499e-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 |
|---|---|---|---|---|
| 908 | Design Considerations for High Fan-in Systems: The HiFi Approach | 2005 | CIDR | 0.00015405471 |
| 2,536 | DeepLens: Towards a Visual Data Management System | 2019 | CIDR | 8.5817195e-05 |
| 3,216 | Frontier: Resilient Edge Processing for the Internet of Things | 2018 | VLDB | 7.3675613e-05 |
| 3,763 | DPaxos: Managing Data Closer to Users for Low-Latency and Mobile Applications | 2018 | SIGMOD | 6.7762489e-05 |
| 5,438 | The NebulaStream Platform: Data and Application Management for the Internet of Things | 2020 | CIDR | 5.5041764e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 11,614 | SuccinctEdge: A Succinct RDF Store for Edge Computing | 2020 | VLDB | 4.1905499e-05 |
| 6,311 | VergeDB: A Database for IoT Analytics on Edge Devices | 2021 | CIDR | 5.1112212e-05 |
| 13,649 | Entirely Declarative Sensor Network Systems | 2006 | VLDB | - |
| 13,152 | Database Perspective on LLM Inference Systems | 2025 | VLDB | - |
| 3,866 | Cloudy with High Chance of DBMS: A 10-year Prediction for Enterprise-Grade ML | 2020 | CIDR | 6.6795497e-05 |
| 4,966 | Releasing Cloud Databases from the Chains of Performance Prediction Models | 2017 | CIDR | 5.7949047e-05 |
| 7,055 | Serving Deep Learning Models with Deduplication from Relational Databases | 2022 | VLDB | 4.8428976e-05 |
| 4,686 | Serving and Optimizing Machine Learning Workflows on Heterogeneous Infrastructures | 2023 | VLDB | 5.9929067e-05 |
| 10,900 | The Tipping Point of Edge-Cloud Data Management | 2024 | CIDR | 4.1905499e-05 |
| 9,972 | End-to-End Declarative Data Analytics: Co-designing Engines, Interfaces, and Cloud Infrastructure | 2026 | CIDR | 4.1905499e-05 |