JENNER: Just-in-time Enrichment in Query Processing

Summary: JENNER enables just-in-time enrichment of arriving data with progressively refined ML enrichments during query execution. It exploits cost-quality tradeoffs to deliver SPJ and aggregation results, beating naive progressive strategies on IoT data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 12754
Venue: VLDB
Year: 2022
Pagerank: 4.4039656e-05
Overall Rank: 9,049 | 37.05%
DOI: 10.14778/3551793.3551822

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
9,240	ZIP: Lazy Imputation during Query Processing	2024	VLDB	4.3690661e-05
10,364	A Rank-Based Approach to Recommender System’s Top-K Queries with Uncertain Scores	2025	SIGMOD	4.1945683e-05

Outgoing Citations (Sorted by Pagerank)

Showing 20 of 20 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
14	Online Aggregation	1997	SIGMOD	0.0010801504
112	Potter's Wheel: An Interactive Data Cleaning System	2001	VLDB	0.00047045036
329	Accelerating Machine Learning Inference with Probabilistic Predicates	2018	SIGMOD	0.00027249545
1,204	VerdictDB: Universalizing Approximate Query Processing	2018	SIGMOD	0.00013319541
1,700	Bridging the Archipelago between Row-Stores and Column-Stores for Hybrid Workloads	2016	SIGMOD	0.00010858865
2,573	Query Optimization for Dynamic Imputation	2017	VLDB	8.518235e-05
2,736	Online Aggregation and Continuous Query support in MapReduce	2010	SIGMOD	8.2043187e-05
3,505	Consensus Answers for Queries over Probabilistic Databases	2009	PODS	7.0337815e-05
4,014	Exploiting Correlations for Expensive Predicate Evaluation	2015	SIGMOD	6.5273084e-05
4,030	Revisiting Reuse for Approximate Query Processing	2017	VLDB	6.5129665e-05
4,273	Cleaning Denial Constraint Violations through Relaxation	2020	SIGMOD	6.3003864e-05
5,379	Scalable Ad-hoc Entity Extraction from Text Collections	2008	VLDB	5.5405989e-05
5,586	QuERy: A Framework for Integrating Entity Resolution with Query Processing	2016	VLDB	5.4219548e-05
5,798	Exploiting Context Analysis for Combining Multiple Entity Resolution Systems	2009	SIGMOD	5.3231654e-05
6,411	Approximate Query Engines: Commercial Challenges and Research Opportunities	2017	SIGMOD	5.0752468e-05
7,399	SmartBench: A Benchmark For Data Management In Smart Spaces	2020	VLDB	4.7410149e-05
8,867	Optimization of Multi-Version Expensive Predicates	2007	SIGMOD	4.4322592e-05
11,507	TQEL: Framework for Query-Driven Linking of Top-K Entities in Social Media Blogs	2021	VLDB	4.1945683e-05
11,536	LOCATER: Cleaning WiFi Connectivity Datasets for Semantic Localization	2021	VLDB	4.1945683e-05
13,259	T-Cove: An exposure tracing System based on Cleaning Wi-Fi Events on Organizational Premises	2021	VLDB	-

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Overall Rank	Paper	Year	Venue	Pagerank
5,586	QuERy: A Framework for Integrating Entity Resolution with Query Processing	2016	VLDB	5.4219548e-05
8,008	Entity Resolution On-Demand	2022	VLDB	4.6067684e-05
5,727	Enabling Incremental Query Re-Optimization	2016	SIGMOD	5.3510544e-05
8,665	Advancing Fact Attribution for Query Answering: Aggregate Queries and Novel Algorithms	2025	VLDB	4.471975e-05
5,023	GenRewrite: Query Rewriting via Large Language Models	2026	SIGMOD	5.75363e-05
11,155	Predicting Query Execution time for JIT Compiled Database Engines	2023	CIDR	4.1945683e-05
329	Accelerating Machine Learning Inference with Probabilistic Predicates	2018	SIGMOD	0.00027249545
11,650	Query-Driven Learning for Next Generation Predictive Modeling & Analytics	2019	SIGMOD	4.1945683e-05
11,341	Juggler: Autonomous Cost Optimization and Performance Prediction of Big Data Applications	2022	SIGMOD	4.1945683e-05
8,047	Thrifty Query Execution via Incrementability	2020	SIGMOD	4.5983505e-05