The Missing Piece in Complex Analytics: Low Latency, Scalable Model Management and Serving with Velox

Summary: Velox: low-latency, scalable model management and serving that turns offline-trained models into production services with per-request prediction and adaptive materialization. Adds lightweight online updates and dynamic weighting to balance freshness, accuracy, and latency. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 261
Venue: CIDR
Year: 2015
Pagerank: 6.0721464e-05
Overall Rank: 4,576 | 68.17%
DOI: -

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 11 of 11 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
316	NoScope: Optimizing Neural Network Queries over Video at Scale	2017	VLDB	0.00027988668
1,532	Data Management in Machine Learning: Challenges, Techniques, and Systems	2017	SIGMOD	0.00011472681
2,269	Ground: A Data Context Service	2017	CIDR	9.147379e-05
4,395	Scalable Asynchronous Gradient Descent Optimization for Out-of-Core Models	2017	VLDB	6.2244283e-05
4,774	LIMA: Fine-grained Lineage Tracing and Reuse in Machine Learning Systems	2021	SIGMOD	5.9316087e-05
6,373	DeepBase: Deep Inspection of Neural Networks	2019	SIGMOD	5.0929326e-05
6,469	Materialization and Reuse Optimizations for Production Data Science Pipelines	2022	SIGMOD	5.0519488e-05
7,047	Seagull: An Infrastructure for Load Prediction and Optimized Resource Allocation	2021	VLDB	4.8521181e-05
7,311	The Machine Learning Bazaar: Harnessing the ML Ecosystem for Effective System Development	2020	SIGMOD	4.7656884e-05
10,931	Proactive Resume and Pause of Resources for Microsoft Azure SQL Database Serverless	2024	SIGMOD	4.1945683e-05
11,756	Prioritizing Attention in Fast Data: Principles and Promise	2017	CIDR	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 7 of 7 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
188	Applying Model Management to Classical Meta Data Problems	2003	CIDR	0.00035968389
469	MauveDB: Supporting Model-based User Views in Database Systems	2006	SIGMOD	0.00022406923
543	MLbase: A Distributed Machine-learning System	2013	CIDR	0.00020526854
658	Towards a Unified Architecture for in-RDBMS Analytics	2012	SIGMOD	0.00018506577
761	Materialization Optimizations for Feature Selection Workloads	2014	SIGMOD	0.00017053783
980	BayesStore: Managing Large, Uncertain Data Repositories with Probabilistic Graphical Models	2008	VLDB	0.00014879747
2,084	The Case for Predictive Database Systems: Opportunities and Challenges	2011	CIDR	9.5820534e-05

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Overall Rank	Paper	Year	Venue	Pagerank
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4,862	Vexless: A Serverless Vector Data Management System Using Cloud Functions	2024	SIGMOD	5.8707776e-05
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9,973	End-to-End Declarative Data Analytics: Co-designing Engines, Interfaces, and Cloud Infrastructure	2026	CIDR	4.1945683e-05
9,504	Supporting Scalable Analytics with Latency Constraints	2015	VLDB	4.3341665e-05
7,411	ItemSuggest: A Data Management Platform for Machine Learned Ranking Services	2019	CIDR	4.7364436e-05
2,528	Velox: Meta’s Unified Execution Engine	2022	VLDB	8.59454e-05
7,269	Serverless Data Science - Are We There Yet? A Case Study of Model Serving	2022	SIGMOD	4.7815303e-05
8,856	Composable Data Management: An Execution Overview	2024	VLDB	4.4346165e-05