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: 12755
Venue: VLDB
Year: 2022
Pagerank: 4.3997447e-05
Overall Rank: 9,049 | 37.11%
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
9,247	ZIP: Lazy Imputation during Query Processing	2024	VLDB	4.3648789e-05
10,376	A Rank-Based Approach to Recommender System’s Top-K Queries with Uncertain Scores	2025	SIGMOD	4.1905499e-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	0.0010813443
112	Potter's Wheel: An Interactive Data Cleaning System	2001	VLDB	0.00047010908
332	Accelerating Machine Learning Inference with Probabilistic Predicates	2018	SIGMOD	0.00027173479
1,161	VerdictDB: Universalizing Approximate Query Processing	2018	SIGMOD	0.00013579831
1,697	Bridging the Archipelago between Row-Stores and Column-Stores for Hybrid Workloads	2016	SIGMOD	0.00010859294
2,575	Query Optimization for Dynamic Imputation	2017	VLDB	8.5100213e-05
2,735	Online Aggregation and Continuous Query support in MapReduce	2010	SIGMOD	8.2058004e-05
3,509	Consensus Answers for Queries over Probabilistic Databases	2009	PODS	7.0283775e-05
4,020	Revisiting Reuse for Approximate Query Processing	2017	VLDB	6.5209063e-05
4,022	Exploiting Correlations for Expensive Predicate Evaluation	2015	SIGMOD	6.5185189e-05
4,271	Cleaning Denial Constraint Violations through Relaxation	2020	SIGMOD	6.2943273e-05
5,382	Scalable Ad-hoc Entity Extraction from Text Collections	2008	VLDB	5.5358382e-05
5,594	QuERy: A Framework for Integrating Entity Resolution with Query Processing	2016	VLDB	5.416945e-05
5,789	Exploiting Context Analysis for Combining Multiple Entity Resolution Systems	2009	SIGMOD	5.3248395e-05
6,402	Approximate Query Engines: Commercial Challenges and Research Opportunities	2017	SIGMOD	5.0725227e-05
7,398	SmartBench: A Benchmark For Data Management In Smart Spaces	2020	VLDB	4.7364678e-05
8,866	Optimization of Multi-Version Expensive Predicates	2007	SIGMOD	4.4281817e-05
11,511	TQEL: Framework for Query-Driven Linking of Top-K Entities in Social Media Blogs	2021	VLDB	4.1905499e-05
11,540	LOCATER: Cleaning WiFi Connectivity Datasets for Semantic Localization	2021	VLDB	4.1905499e-05
13,272	T-Cove: An exposure tracing System based on Cleaning Wi-Fi Events on Organizational Premises	2021	VLDB	-

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
5,594	QuERy: A Framework for Integrating Entity Resolution with Query Processing	2016	VLDB	5.416945e-05
5,737	Enabling Incremental Query Re-Optimization	2016	SIGMOD	5.3459609e-05
7,930	Entity Resolution On-Demand	2022	VLDB	4.6089604e-05
8,663	Advancing Fact Attribution for Query Answering: Aggregate Queries and Novel Algorithms	2025	VLDB	4.4676883e-05
5,001	GenRewrite: Query Rewriting via Large Language Models	2026	SIGMOD	5.7634197e-05
11,158	Predicting Query Execution time for JIT Compiled Database Engines	2023	CIDR	4.1905499e-05
332	Accelerating Machine Learning Inference with Probabilistic Predicates	2018	SIGMOD	0.00027173479
11,655	Query-Driven Learning for Next Generation Predictive Modeling & Analytics	2019	SIGMOD	4.1905499e-05
11,343	Juggler: Autonomous Cost Optimization and Performance Prediction of Big Data Applications	2022	SIGMOD	4.1905499e-05
8,049	Thrifty Query Execution via Incrementability	2020	SIGMOD	4.5939412e-05